remove gen_proto_data.py, refine test_Trainer.cpp

paddle/trainer/tests/CMakeLists.txt

@@ -11,7 +11,6 @@ add_unittest_without_exec(test_Trainer
     test_Trainer.cpp)
 add_test(NAME test_Trainer
   COMMAND ${PADDLE_SOURCE_DIR}/paddle/.set_python_path.sh -d ${PADDLE_SOURCE_DIR}/python/
-        ${PYTHON_EXECUTABLE} ${PADDLE_SOURCE_DIR}/paddle/trainer/tests/gen_proto_data.py &&
         ${PADDLE_SOURCE_DIR}/paddle/.set_python_path.sh -d ${PADDLE_SOURCE_DIR}/python/
         ${CMAKE_CURRENT_BINARY_DIR}/test_Trainer
     WORKING_DIRECTORY ${PADDLE_SOURCE_DIR}/paddle/)

paddle/trainer/tests/chunking.conf

-#edit-mode: -*- python -*-
-# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-#Todo(luotao02) This config is only used for unitest. It is out of date now, and will be updated later.
-
-TrainData(ProtoData(
-  files = 'trainer/tests/train_files.txt',
-  usage_ratio = 1.0,
-))
-
-TestData(ProtoData(
-  files = 'trainer/tests/test_files.txt'
-))
-
-default_initial_std(1)
-default_decay_rate(4e-4)
-default_device(0)
-
-Inputs("features", "word", "pos", "chunk")
-
-Outputs("crf")
-
-Layer(
-    name = "features",
-    type = "data",
-    size = 4339,
-)
-
-Layer(
-    name = "word",
-    type = "data",
-    size = 478,
-)
-
-Layer(
-    name = "pos",
-    type = "data",
-    size = 45
-)
-
-Layer(
-    name = "chunk",
-    type = "data",
-    size = 23
-)
-
-Layer(
-    name = "output",
-    type = "mixed",
-    size = 23,
-    bias = False,
-    device = -1,
-    inputs = [
-        FullMatrixProjection("features", parameter_name="feature_weights"),
-    #    TableProjection("word"),
-    #    TableProjection("pos"),
-    ],
-)
-
-Layer(
-    name = "crf",
-    type = "crf",
-    size = 23,
-    device = -1,
-    inputs = [
-        Input("output", parameter_name="crfw"),
-        "chunk"
-    ]
-)
-
-Layer(
-    name = "crf_decoding",
-    type = "crf_decoding",
-    size = 23,
-    device = -1,
-    inputs = [
-        Input("output", parameter_name="crfw"),
-        "chunk"
-    ]
-)
-
-Evaluator(
-    name = "error",
-    type = "sum",
-    inputs = "crf_decoding",
-)
-
-'''
-# chuck evaluator cannot be used for GPU training
-Evaluator(
-    name = "chunk_f1",
-    type = "chunk",
-    inputs = ["crf_decoding", "chunk"],
-    chunk_scheme = "IOB",
-    num_chunk_types = 11,
-)
-'''
-
-Settings(
-    algorithm = 'sgd',
-    batch_size = 100,
-    average_window = 0.5,
-    max_average_window = 2500,
-    learning_rate = 1e-1,
-    learning_rate_decay_a = 5e-7,
-    learning_rate_decay_b = 0.75,
-    l1weight = 0,
-    l2weight = 1,
-    c1 = 0.0001,
-    backoff = 0.5,
-    owlqn_steps = 100,
-    max_backoff = 5,
-)

paddle/trainer/tests/gen_proto_data.py

-# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-from cStringIO import StringIO
-
-import paddle.proto.DataFormat_pb2 as DataFormat
-from google.protobuf.internal.encoder import _EncodeVarint
-
-import logging
-import pprint
-
-logging.basicConfig(
-    format='[%(levelname)s %(asctime)s %(filename)s:%(lineno)s] %(message)s', )
-logger = logging.getLogger('paddle')
-logger.setLevel(logging.INFO)
-
-OOV_POLICY_IGNORE = 0
-OOV_POLICY_USE = 1
-OOV_POLICY_ERROR = 2
-
-num_original_columns = 3
-
-# Feature combination patterns.
-# [[-1,0], [0,0]]  means previous token at column 0 and current token at
-# column 0 are combined as one feature.
-patterns = [
-    [[-2, 0]],
-    [[-1, 0]],
-    [[0, 0]],
-    [[1, 0]],
-    [[2, 0]],
-    [[-1, 0], [0, 0]],
-    [[0, 0], [1, 0]],
-    [[-2, 1]],
-    [[-1, 1]],
-    [[0, 1]],
-    [[1, 1]],
-    [[2, 1]],
-    [[-2, 1], [-1, 1]],
-    [[-1, 1], [0, 1]],
-    [[0, 1], [1, 1]],
-    [[1, 1], [2, 1]],
-    [[-2, 1], [-1, 1], [0, 1]],
-    [[-1, 1], [0, 1], [1, 1]],
-    [[0, 1], [1, 1], [2, 1]],
-]
-
-
-def make_features(sequence):
-    length = len(sequence)
-    num_features = len(sequence[0])
-
-    def get_features(pos):
-        if pos < 0:
-            return ['#B%s' % -pos] * num_features
-        if pos >= length:
-            return ['#E%s' % (pos - length + 1)] * num_features
-        return sequence[pos]
-
-    for i in xrange(length):
-        for pattern in patterns:
-            fname = '/'.join([get_features(i + pos)[f] for pos, f in pattern])
-            sequence[i].append(fname)
-
-
-'''
-Source file format:
-Each line is for one timestep. The features are separated by space.
-An empty line indicates end of a sequence.
-
-cutoff: a list of numbers. If count of a feature is smaller than this,
- it will be ignored.
-if oov_policy[i] is OOV_POLICY_USE, id 0 is reserved for OOV features of
-i-th column.
-
-return a list of dict for each column
-'''
-
-
-def create_dictionaries(filename, cutoff, oov_policy):
-    def add_to_dict(sequence, dicts):
-        num_features = len(dicts)
-        for features in sequence:
-            l = len(features)
-            assert l == num_features, "Wrong number of features " + line
-            for i in xrange(l):
-                if features[i] in dicts[i]:
-                    dicts[i][features[i]] += 1
-                else:
-                    dicts[i][features[i]] = 1
-
-    num_features = len(cutoff)
-    dicts = []
-    for i in xrange(num_features):
-        dicts.append(dict())
-
-    f = open(filename, 'rb')
-
-    sequence = []
-
-    for line in f:
-        line = line.strip()
-        if not line:
-            make_features(sequence)
-            add_to_dict(sequence, dicts)
-            sequence = []
-            continue
-        features = line.split(' ')
-        sequence.append(features)
-
-    for i in xrange(num_features):
-        dct = dicts[i]
-        n = 1 if oov_policy[i] == OOV_POLICY_USE else 0
-        todo = []
-        for k, v in dct.iteritems():
-            if v < cutoff[i]:
-                todo.append(k)
-            else:
-                dct[k] = n
-                n += 1
-
-        if oov_policy[i] == OOV_POLICY_USE:
-            # placeholder so that len(dct) will be the number of features
-            # including OOV
-            dct['#OOV#'] = 0
-
-        logger.info('column %d dict size=%d, ignored %d' % (i, n, len(todo)))
-        for k in todo:
-            del dct[k]
-
-    f.close()
-    return dicts
-
-
-def encode_varint(v):
-    out = StringIO()
-    _EncodeVarint(out.write, v)
-    return out.getvalue()
-
-
-def write_proto(file, message):
-    s = message.SerializeToString()
-    packed_len = encode_varint(len(s))
-    file.write(packed_len + s)
-
-
-'''
-if oov_policy[i] == OOV_POLICY_USE, features in i-th column which are not
-existed in dicts[i] will be assigned to id 0.
-if oov_policy[i] == OOV_POLICY_ERROR, all features in i-th column MUST exist
-in dicts[i].
-'''
-
-
-def gen_proto_file(input_file, dicts, oov_policy, output_file):
-    def write_sequence(out, sequence):
-        num_features = len(dicts)
-        is_beginning = True
-        for features in sequence:
-            assert len(features) == num_features, \
-                "Wrong number of features: " + line
-            sample = DataFormat.DataSample()
-            for i in xrange(num_original_columns):
-                id = dicts[i].get(features[i], -1)
-                if id != -1:
-                    sample.id_slots.append(id)
-                elif oov_policy[i] == OOV_POLICY_IGNORE:
-                    sample.id_slots.append(0xffffffff)
-                elif oov_policy[i] == OOV_POLICY_ERROR:
-                    logger.fatal("Unknown token: %s" % features[i])
-                else:
-                    sample.id_slots.append(0)
-
-            if patterns:
-                dim = 0
-                vec = sample.vector_slots.add()
-                for i in xrange(num_original_columns, num_features):
-                    id = dicts[i].get(features[i], -1)
-                    if id != -1:
-                        vec.ids.append(dim + id)
-                    elif oov_policy[i] == OOV_POLICY_IGNORE:
-                        pass
-                    elif oov_policy[i] == OOV_POLICY_ERROR:
-                        logger.fatal("Unknown token: %s" % features[i])
-                    else:
-                        vec.ids.append(dim + 0)
-
-                    dim += len(dicts[i])
-
-            sample.is_beginning = is_beginning
-            is_beginning = False
-            write_proto(out, sample)
-
-    num_features = len(dicts)
-    f = open(input_file, 'rb')
-    out = open(output_file, 'wb')
-
-    header = DataFormat.DataHeader()
-    if patterns:
-        slot_def = header.slot_defs.add()
-        slot_def.type = DataFormat.SlotDef.VECTOR_SPARSE_NON_VALUE
-        slot_def.dim = sum(
-            [len(dicts[i]) for i in xrange(num_original_columns, len(dicts))])
-        logger.info("feature_dim=%s" % slot_def.dim)
-
-    for i in xrange(num_original_columns):
-        slot_def = header.slot_defs.add()
-        slot_def.type = DataFormat.SlotDef.INDEX
-        slot_def.dim = len(dicts[i])
-
-    write_proto(out, header)
-
-    num_sequences = 0
-    sequence = []
-    for line in f:
-        line = line.strip()
-        if not line:
-            make_features(sequence)
-            write_sequence(out, sequence)
-            sequence = []
-            num_sequences += 1
-            continue
-        features = line.split(' ')
-        sequence.append(features)
-
-    f.close()
-    out.close()
-
-    logger.info("num_sequences=%s" % num_sequences)
-
-
-dict2 = {
-    'B-ADJP': 0,
-    'I-ADJP': 1,
-    'B-ADVP': 2,
-    'I-ADVP': 3,
-    'B-CONJP': 4,
-    'I-CONJP': 5,
-    'B-INTJ': 6,
-    'I-INTJ': 7,
-    'B-LST': 8,
-    'I-LST': 9,
-    'B-NP': 10,
-    'I-NP': 11,
-    'B-PP': 12,
-    'I-PP': 13,
-    'B-PRT': 14,
-    'I-PRT': 15,
-    'B-SBAR': 16,
-    'I-SBAR': 17,
-    'B-UCP': 18,
-    'I-UCP': 19,
-    'B-VP': 20,
-    'I-VP': 21,
-    'O': 22
-}
-
-if __name__ == '__main__':
-    cutoff = [3, 1, 0]
-    cutoff += [3] * len(patterns)
-    oov_policy = [OOV_POLICY_IGNORE, OOV_POLICY_ERROR, OOV_POLICY_ERROR]
-    oov_policy += [OOV_POLICY_IGNORE] * len(patterns)
-    dicts = create_dictionaries('trainer/tests/train.txt', cutoff, oov_policy)
-    dicts[2] = dict2
-    gen_proto_file('trainer/tests/train.txt', dicts, oov_policy,
-                   'trainer/tests/train_proto.bin')
-    gen_proto_file('trainer/tests/test.txt', dicts, oov_policy,
-                   'trainer/tests/test_proto.bin')

paddle/trainer/tests/test.txt

-Confidence NN B-NP
-in IN B-PP
-the DT B-NP
-pound NN I-NP
-is VBZ B-VP
-widely RB I-VP
-expected VBN I-VP
-to TO I-VP
-take VB I-VP
-another DT B-NP
-sharp JJ I-NP
-dive NN I-NP
-if IN B-SBAR
-trade NN B-NP
-figures NNS I-NP
-for IN B-PP
-September NNP B-NP
-, , O
-due JJ B-ADJP
-for IN B-PP
-release NN B-NP
-tomorrow NN B-NP
-, , O
-fail VB B-VP
-to TO I-VP
-show VB I-VP
-a DT B-NP
-substantial JJ I-NP
-improvement NN I-NP
-from IN B-PP
-July NNP B-NP
-and CC I-NP
-August NNP I-NP
-'s POS B-NP
-near-record JJ I-NP
-deficits NNS I-NP
-. . O
-
-Chancellor NNP O
-of IN B-PP
-the DT B-NP
-Exchequer NNP I-NP
-Nigel NNP B-NP
-Lawson NNP I-NP
-'s POS B-NP
-restated VBN I-NP
-commitment NN I-NP
-to TO B-PP
-a DT B-NP
-firm NN I-NP
-monetary JJ I-NP
-policy NN I-NP
-has VBZ B-VP
-helped VBN I-VP
-to TO I-VP
-prevent VB I-VP
-a DT B-NP
-freefall NN I-NP
-in IN B-PP
-sterling NN B-NP
-over IN B-PP
-the DT B-NP
-past JJ I-NP
-week NN I-NP
-. . O
-
-But CC O
-analysts NNS B-NP
-reckon VBP B-VP
-underlying VBG B-NP
-support NN I-NP
-for IN B-PP
-sterling NN B-NP
-has VBZ B-VP
-been VBN I-VP
-eroded VBN I-VP
-by IN B-PP
-the DT B-NP
-chancellor NN I-NP
-'s POS B-NP
-failure NN I-NP
-to TO B-VP
-announce VB I-VP
-any DT B-NP
-new JJ I-NP
-policy NN I-NP
-measures NNS I-NP
-in IN B-PP
-his PRP$ B-NP
-Mansion NNP I-NP
-House NNP I-NP
-speech NN I-NP
-last JJ B-NP
-Thursday NNP I-NP
-. . O
-
-This DT B-NP
-has VBZ B-VP
-increased VBN I-VP
-the DT B-NP
-risk NN I-NP
-of IN B-PP
-the DT B-NP
-government NN I-NP
-being VBG B-VP
-forced VBN I-VP
-to TO I-VP
-increase VB I-VP
-base NN B-NP
-rates NNS I-NP
-to TO B-PP
-16 CD B-NP
-% NN I-NP
-from IN B-PP
-their PRP$ B-NP
-current JJ I-NP
-15 CD I-NP
-% NN I-NP
-level NN I-NP
-to TO B-VP
-defend VB I-VP
-the DT B-NP
-pound NN I-NP
-, , O
-economists NNS B-NP
-and CC O
-foreign JJ B-NP
-exchange NN I-NP
-market NN I-NP
-analysts NNS I-NP
-say VBP B-VP
-. . O
-
-`` `` O
-The DT B-NP
-risks NNS I-NP
-for IN B-PP
-sterling NN B-NP
-of IN B-PP
-a DT B-NP
-bad JJ I-NP
-trade NN I-NP
-figure NN I-NP
-are VBP B-VP
-very RB B-ADVP
-heavily RB I-ADVP
-on IN B-PP
-the DT B-NP
-down JJ I-NP
-side NN I-NP
-, , O
-'' '' O
-said VBD B-VP
-Chris NNP B-NP
-Dillow NNP I-NP
-, , O
-senior JJ B-NP
-U.K. NNP I-NP
-economist NN I-NP
-at IN B-PP
-Nomura NNP B-NP
-Research NNP I-NP
-Institute NNP I-NP
-. . O
-
-`` `` O
-If IN B-SBAR
-there EX B-NP
-is VBZ B-VP
-another DT B-NP
-bad JJ I-NP
-trade NN I-NP
-number NN I-NP
-, , O
-there EX B-NP
-could MD B-VP
-be VB I-VP
-an DT B-NP
-awful JJ I-NP
-lot NN I-NP
-of IN B-PP
-pressure NN B-NP
-, , O
-'' '' O
-noted VBD B-VP
-Simon NNP B-NP
-Briscoe NNP I-NP
-, , O
-U.K. NNP B-NP
-economist NN I-NP
-for IN B-PP
-Midland NNP B-NP
-Montagu NNP I-NP
-, , O
-a DT B-NP
-unit NN I-NP
-of IN B-PP
-Midland NNP B-NP
-Bank NNP I-NP
-PLC NNP I-NP
-. . O
-
-Forecasts NNS B-NP
-for IN B-PP
-the DT B-NP
-trade NN I-NP
-figures NNS I-NP
-range VBP B-VP
-widely RB B-ADVP
-, , O
-but CC O
-few JJ B-NP
-economists NNS I-NP
-expect VBP B-VP
-the DT B-NP
-data NNS I-NP
-to TO B-VP
-show VB I-VP
-a DT B-NP
-very RB I-NP
-marked VBN I-NP
-improvement NN I-NP
-from IN B-PP
-the DT O
-# # O
-2 CD O
-billion CD O
--LRB- ( O
-$ $ B-ADJP
-3.2 CD O
-billion CD O
--RRB- ) O
-deficit NN B-NP
-in IN B-PP
-the DT B-NP
-current JJ I-NP
-account NN I-NP
-reported VBD B-VP
-for IN B-PP
-August NNP B-NP
-. . O
-
-The DT B-NP
-August NNP I-NP
-deficit NN I-NP
-and CC O
-the DT B-NP
-# # I-NP
-2.2 CD I-NP
-billion CD I-NP
-gap NN I-NP
-registered VBN B-VP
-in IN B-PP
-July NNP B-NP
-are VBP B-VP
-topped VBN I-VP
-only RB B-ADVP
-by IN B-PP
-the DT B-NP
-# # I-NP
-2.3 CD I-NP
-billion CD I-NP
-deficit NN I-NP
-of IN B-PP
-October NNP B-NP
-1988 CD I-NP
-. . O
-
-Sanjay NNP B-NP
-Joshi NNP I-NP
-, , O
-European JJ B-NP
-economist NN I-NP
-at IN B-PP
-Baring NNP B-NP
-Brothers NNPS I-NP
-& CC I-NP
-Co. NNP I-NP
-, , O
-said VBD B-VP
-there EX B-NP
-is VBZ B-VP
-no DT B-NP
-sign NN I-NP
-that IN B-SBAR
-Britain NNP B-NP
-'s POS B-NP
-manufacturing NN I-NP
-industry NN I-NP
-is VBZ B-VP
-transforming VBG I-VP
-itself PRP B-NP
-to TO B-VP
-boost VB I-VP
-exports NNS B-NP
-. . O
-
-At IN B-PP
-the DT B-NP
-same JJ I-NP
-time NN I-NP
-, , O
-he PRP B-NP
-remains VBZ B-VP
-fairly RB B-ADJP
-pessimistic JJ I-ADJP
-about IN B-PP
-the DT B-NP
-outlook NN I-NP
-for IN B-PP
-imports NNS B-NP
-, , O
-given VBN B-PP
-continued VBD B-NP
-high JJ I-NP
-consumer NN I-NP
-and CC I-NP
-capital NN I-NP
-goods NNS I-NP
-inflows NNS I-NP
-. . O
-
-He PRP B-NP
-reckons VBZ B-VP
-the DT B-NP
-current JJ I-NP
-account NN I-NP
-deficit NN I-NP
-will MD B-VP
-narrow VB I-VP
-to TO B-PP
-only RB B-NP
-# # I-NP
-1.8 CD I-NP
-billion CD I-NP
-in IN B-PP
-September NNP B-NP
-. . O
-
-However RB B-ADVP
-, , O
-Mr. NNP B-NP
-Dillow NNP I-NP
-said VBD B-VP
-he PRP B-NP
-believes VBZ B-VP
-that IN B-SBAR
-a DT B-NP
-reduction NN I-NP
-in IN B-PP
-raw JJ B-NP
-material NN I-NP
-stockbuilding VBG I-NP
-by IN B-PP
-industry NN B-NP
-could MD B-VP
-lead VB I-VP
-to TO B-PP
-a DT B-NP
-sharp JJ I-NP
-drop NN I-NP
-in IN B-PP
-imports NNS B-NP
-. . O
-
-Combined VBN B-PP
-with IN B-PP
-at IN B-ADVP
-least JJS I-ADVP
-some DT B-NP
-rebound NN I-NP
-in IN B-PP
-exports NNS B-NP
-after IN B-PP
-August NNP B-NP
-'s POS B-NP
-unexpected JJ I-NP
-decline NN I-NP
-, , O
-the DT B-NP
-deficit NN I-NP
-could MD B-VP
-narrow VB I-VP
-to TO B-PP
-as RB B-NP
-little JJ I-NP
-as IN I-NP
-# # I-NP
-1.3 CD I-NP
-billion CD I-NP
-. . O
-
-Mr. NNP B-NP
-Briscoe NNP I-NP
-, , O
-who WP B-NP
-also RB B-ADVP
-forecasts VBZ B-VP
-a DT B-NP
-# # I-NP
-1.3 CD I-NP
-billion CD I-NP
-current JJ I-NP
-account NN I-NP
-gap NN I-NP
-, , O
-warns VBZ B-VP
-that IN B-SBAR
-even RB B-SBAR
-if IN I-SBAR
-the DT B-NP
-trade NN I-NP
-figures NNS I-NP
-are VBP B-VP
-bullish JJ B-ADJP
-for IN B-PP
-sterling NN B-NP
-, , O
-the DT B-NP
-currency NN I-NP
-wo MD B-VP
-n't RB I-VP
-advance VB I-VP
-much JJ B-NP
-because IN B-SBAR
-investors NNS B-NP
-will MD B-VP
-want VB I-VP
-to TO I-VP
-see VB I-VP
-further JJ B-NP
-evidence NN I-NP
-of IN B-PP
-the DT B-NP
-turnaround NN I-NP
-before IN B-PP
-adjusting VBG B-VP
-positions NNS B-NP
-. . O
-
-Nevertheless RB B-ADVP
-, , O
-he PRP B-NP
-noted VBD B-VP
-, , O
-`` `` O
-No DT B-NP
-one PRP I-NP
-will MD B-VP
-want VB I-VP
-to TO I-VP
-go VB I-VP
-into IN B-PP
-the DT B-NP
-trade NN I-NP
-figures NNS I-NP
-without IN B-PP
-a DT B-NP
-flat JJ I-NP
-position NN I-NP
-'' '' O
-in IN B-PP
-the DT B-NP
-pound NN I-NP
-. . O
-
-Meanwhile RB B-ADVP
-, , O
-overall JJ B-NP
-evidence NN I-NP
-on IN B-PP
-the DT B-NP
-economy NN I-NP
-remains VBZ B-VP
-fairly RB B-ADJP
-clouded VBN I-ADJP
-. . O
-
-In IN B-PP
-his PRP$ B-NP
-Mansion NNP I-NP
-House NNP I-NP
-speech NN I-NP
-, , O
-Mr. NNP B-NP
-Lawson NNP I-NP
-warned VBD B-VP
-that IN B-SBAR
-a DT B-NP
-further JJ I-NP
-slowdown NN I-NP
-can MD B-VP
-be VB I-VP
-expected VBN I-VP
-as IN B-SBAR
-the DT B-NP
-impact NN I-NP
-of IN B-PP
-the DT B-NP
-last JJ I-NP
-rise NN I-NP
-in IN B-PP
-interest NN B-NP
-rates NNS I-NP
-earlier RBR B-NP
-this DT I-NP
-month NN I-NP
-takes VBZ B-VP
-effect NN B-NP
-. . O
-
-U.K. JJ B-NP
-base NN I-NP
-rates NNS I-NP
-are VBP B-VP
-at IN B-PP
-their PRP$ B-NP
-highest JJS I-NP
-level NN I-NP
-in IN B-PP
-eight CD B-NP
-years NNS I-NP
-. . O
-
-But CC O
-consumer NN B-NP
-expenditure NN I-NP
-data NNS I-NP
-released VBD B-VP
-Friday NNP B-NP
-do VBP B-VP
-n't RB I-VP
-suggest VB I-VP
-that IN B-SBAR
-the DT B-NP
-U.K. NNP I-NP
-economy NN I-NP
-is VBZ B-VP
-slowing VBG I-VP
-that DT B-ADVP
-quickly RB I-ADVP
-. . O
-
-The DT B-NP
-figures NNS I-NP
-show VBP B-VP
-that DT O
-spending NN B-NP
-rose VBD B-VP
-0.1 CD B-NP
-% NN I-NP
-in IN B-PP
-the DT B-NP
-third JJ I-NP
-quarter NN I-NP
-from IN B-PP
-the DT B-NP
-second JJ I-NP
-quarter NN I-NP
-and CC O
-was VBD B-VP
-up IN B-ADVP
-3.8 CD B-NP
-% NN I-NP
-from IN B-PP
-a DT B-NP
-year NN I-NP
-ago RB B-ADVP
-. . O
-
-This DT B-NP
-compares VBZ B-VP
-with IN B-PP
-a DT B-NP
-1.6 CD I-NP
-% NN I-NP
-rise NN I-NP
-in IN B-PP
-the DT B-NP
-second NN I-NP
-from IN B-PP
-the DT B-NP
-first JJ I-NP
-quarter NN I-NP
-and CC O
-a DT B-NP
-5.4 CD I-NP
-% NN I-NP
-increase NN I-NP
-from IN B-PP
-the DT B-NP
-second JJ I-NP
-quarter NN I-NP
-of IN B-PP
-1988 CD B-NP
-. . O
-
-Mr. NNP B-NP
-Dillow NNP I-NP
-said VBD B-VP
-the DT B-NP
-data NNS I-NP
-show VBP B-VP
-the DT B-NP
-economy NN I-NP
-`` `` O
-is VBZ B-VP
-still RB B-ADVP
-quite RB B-ADJP
-strong JJ I-ADJP
-, , O
-'' '' O
-but CC O
-suggestions NNS B-NP
-that IN B-SBAR
-much NN B-NP
-of IN B-PP
-the DT B-NP
-spending NN I-NP
-went VBD B-VP
-on IN B-PP
-services NNS B-NP
-rather RB B-PP
-than IN I-PP
-consumer NN B-NP
-goods NNS I-NP
-should MD B-VP
-reduce VB I-VP
-fears NNS B-NP
-of IN B-PP
-more JJR B-NP
-import NN I-NP
-rises NNS I-NP
-. . O
-
-Certainly RB B-ADVP
-, , O
-the DT B-NP
-chancellor NN I-NP
-has VBZ B-VP
-made VBN I-VP
-it PRP B-NP
-clear JJ B-ADJP
-that IN B-SBAR
-he PRP B-NP
-is VBZ B-VP
-prepared VBN I-VP
-to TO I-VP
-increase VB I-VP
-interest NN B-NP
-rates NNS I-NP
-again RB B-ADVP
-if IN B-SBAR
-necessary JJ B-ADJP
-to TO B-VP
-both DT I-VP
-ensure VB I-VP
-that IN B-SBAR
-a DT B-NP
-substantial JJ I-NP
-slowdown NN I-NP
-does VBZ B-VP
-take VB I-VP
-place NN B-NP
-and CC O
-that DT O
-sterling NN B-NP
-does VBZ B-VP
-n't RB I-VP
-decline VB I-VP
-further JJ B-ADVP
-. . O
-
-Thursday NNP B-NP
-, , O
-he PRP B-NP
-reminded VBD B-VP
-his PRP$ B-NP
-audience NN I-NP
-that IN B-SBAR
-the DT B-NP
-government NN I-NP
-`` `` O
-can MD B-VP
-not RB I-VP
-allow VB I-VP
-the DT B-NP
-necessary JJ I-NP
-rigor NN I-NP
-of IN B-PP
-monetary JJ B-NP
-policy NN I-NP
-to TO B-VP
-be VB I-VP
-undermined VBN I-VP
-by IN B-PP
-exchange NN B-NP
-rate NN I-NP
-weakness NN I-NP
-. . O
-'' '' O
-
-Analysts NNS B-NP
-agree VBP B-VP
-there EX B-NP
-is VBZ B-VP
-little JJ B-NP
-holding NN B-VP
-sterling NN B-NP
-firm NN B-ADJP
-at IN B-PP
-the DT B-NP
-moment NN I-NP
-other JJ B-ADJP
-than IN B-PP
-Mr. NNP B-NP
-Lawson NNP I-NP
-'s POS B-NP
-promise NN I-NP
-that IN B-SBAR
-rates NNS B-NP
-will MD B-VP
-be VB I-VP
-pushed VBN I-VP
-higher JJR B-ADJP
-if IN B-SBAR
-necessary JJ B-ADJP
-. . O
-
-And CC O
-, , O
-they PRP B-NP
-warn VBP B-VP
-, , O
-any DT B-NP
-further JJ I-NP
-drop NN I-NP
-in IN B-PP
-the DT B-NP
-government NN I-NP
-'s POS B-NP
-popularity NN I-NP
-could MD B-VP
-swiftly RB I-VP
-make VB I-VP
-this DT B-NP
-promise NN I-NP
-sound NN B-VP
-hollow JJ B-ADJP
-. . O
-
-Sterling NNP B-NP
-was VBD B-VP
-already RB I-VP
-showing VBG I-VP
-some DT B-NP
-signs NNS I-NP
-of IN B-PP
-a DT B-NP
-lack NN I-NP
-of IN B-PP
-confidence NN B-NP
-in IN B-PP
-Mr. NNP B-NP
-Lawson NNP I-NP
-'s POS B-NP
-promise NN I-NP
-Friday NNP B-NP
-. . O
-
-In IN B-PP
-European JJ B-NP
-trading NN I-NP
-it PRP B-NP
-declined VBD B-VP
-to TO B-PP
-$ $ B-NP
-1.5890 CD I-NP
-and CC O
-2.9495 CD B-NP
-marks NNS I-NP
-from IN B-PP
-$ $ B-NP
-1.5940 CD I-NP
-and CC O
-2.9429 CD B-NP
-marks NNS I-NP
-late JJ B-NP
-Thursday NNP I-NP
-. . O
-
-Economists NNS B-NP
-suggested VBD B-VP
-that IN B-SBAR
-if IN B-SBAR
-the DT B-NP
-pound NN I-NP
-falls VBZ B-VP
-much JJ B-NP
-below IN B-PP
-2.90 CD B-NP
-marks NNS I-NP
-, , O
-the DT B-NP
-government NN I-NP
-will MD B-VP
-be VB I-VP
-forced VBN I-VP
-to TO I-VP
-increase VB I-VP
-rates NNS B-NP
-to TO B-PP
-16 CD B-NP
-% NN I-NP
-, , O
-both DT B-VP
-to TO I-VP
-halt VB B-VP
-any DT B-NP
-further JJ I-NP
-decline NN I-NP
-and CC O
-ensure VB B-VP
-that IN B-SBAR
-the DT B-NP
-balance NN I-NP
-of IN B-PP
-monetary JJ B-NP
-policy NN I-NP
-remains VBZ B-VP
-unchanged JJ B-ADJP
-. . O
-
-Friday NNP B-NP
-'s POS B-NP
-Market NNP I-NP
-Activity NN I-NP
-
-The DT B-NP
-dollar NN I-NP
-posted VBD B-VP
-gains NNS B-NP
-in IN B-PP
-quiet JJ B-NP
-trading NN I-NP
-as IN B-SBAR
-concerns NNS B-NP
-about IN B-PP
-equities NNS B-NP
-abated VBN B-VP
-. . O
-
-Foreign JJ B-NP
-exchange NN I-NP
-dealers NNS I-NP
-said VBD B-VP
-that IN B-SBAR
-the DT B-NP
-currency NN I-NP
-market NN I-NP
-has VBZ B-VP
-begun VBN I-VP
-to TO I-VP
-distance VB I-VP
-itself PRP B-NP
-from IN B-PP
-the DT B-NP
-volatile JJ I-NP
-stock NN I-NP
-exchange NN I-NP
-, , O
-which WDT B-NP
-has VBZ B-VP
-preoccupied VBN I-VP
-the DT B-NP
-market NN I-NP
-since IN B-PP
-Oct. NNP B-NP
-13 CD I-NP
-, , O
-when WRB B-ADVP
-the DT B-NP
-Dow NNP I-NP
-Jones NNP I-NP
-Industrial NNP I-NP
-Average NNP I-NP
-plunged VBD B-VP
-more JJR B-NP
-than IN I-NP
-190 CD I-NP
-points NNS I-NP
-. . O
-
-Currency NN B-NP
-analysts NNS I-NP
-predict VBP B-VP
-that IN B-SBAR
-in IN B-PP
-the DT B-NP
-coming VBG I-NP
-week NN I-NP
-the DT B-NP
-foreign JJ I-NP
-exchange NN I-NP
-market NN I-NP
-will MD B-VP
-shift VB I-VP
-its PRP$ B-NP
-focus NN I-NP
-back RB B-ADVP
-to TO B-PP
-economic JJ B-NP
-fundamentals NNS I-NP
-, , O
-keeping VBG B-VP
-a DT B-NP
-close NN I-NP
-eye NN I-NP
-out IN B-ADVP
-for IN B-PP
-any DT B-NP
-signs NNS I-NP
-of IN B-PP
-monetary JJ B-NP
-easing NN I-NP
-by IN B-PP
-U.S. NNP B-NP
-Federal NNP I-NP
-Reserve NNP I-NP
-. . O
-
-Late RB B-ADVP
-in IN B-PP
-the DT B-NP
-New NNP I-NP
-York NNP I-NP
-trading NN I-NP
-day NN I-NP
-, , O
-the DT B-NP
-dollar NN I-NP
-was VBD B-VP
-quoted VBN I-VP
-at IN B-PP
-1.8578 CD B-NP
-marks NNS I-NP
-, , O
-up IN B-ADVP
-from IN B-PP
-1.8470 CD B-NP
-marks NNS I-NP
-late JJ B-NP
-Thursday NNP I-NP
-in IN B-PP
-New NNP B-NP
-York NNP I-NP
-. . O
-
-The DT B-NP
-U.S. NNP I-NP
-currency NN I-NP
-was VBD B-VP
-also RB I-VP
-changing VBG I-VP
-hands NNS B-NP
-at IN B-PP
-142.43 CD B-NP
-yen NN I-NP
-, , O
-up IN B-ADVP
-from IN B-PP
-141.70 CD B-NP
-yen NN I-NP
-in IN B-PP
-New NNP B-NP
-York NNP I-NP
-late JJ B-NP
-Thursday NNP I-NP
-. . O
-
-In IN B-PP
-Tokyo NNP B-NP
-on IN B-PP
-Monday NNP B-NP
-, , O
-the DT B-NP
-U.S. NNP I-NP
-currency NN I-NP
-opened VBD B-VP
-for IN B-PP
-trading NN B-NP
-at IN B-PP
-141.95 CD B-NP
-yen NN I-NP
-, , O
-up IN B-ADVP
-from IN B-PP
-Friday NNP B-NP
-'s POS B-NP
-Tokyo NNP I-NP

paddle/trainer/tests/test_Trainer.cpp

@@ -24,7 +24,6 @@ using namespace std;     // NOLINT
 static const string& configFile1 = "trainer/tests/sample_trainer_config.conf";
 static const string& configFile2 =
     "trainer/tests/sample_trainer_config_hsigmoid.conf";
-static const string& configFile3 = "trainer/tests/chunking.conf";
 static const string& configFile4 =
     "trainer/tests/sample_trainer_config_parallel.conf";
 
@@ -95,13 +94,6 @@ TEST(checkGradient, multi) {
 
 TEST(checkGradient, hsigmoid) { checkGradientTest(configFile2, false, false); }
 
-TEST(checkGradient, chunk) {
-  checkGradientTest(configFile3, false, false);
-#ifdef PADDLE_WITH_CUDA
-  checkGradientTest(configFile3, true, true);
-#endif
-}
-
 TEST(checkGradient, non_parallel) {
   checkGradientTest(configFile4, false, false);
 }

paddle/trainer/tests/test_files.txt

-trainer/tests/test_proto.bin

paddle/trainer/tests/train.txt

-Confidence NN B-NP
-in IN B-PP
-the DT B-NP
-pound NN I-NP
-is VBZ B-VP
-widely RB I-VP
-expected VBN I-VP
-to TO I-VP
-take VB I-VP
-another DT B-NP
-sharp JJ I-NP
-dive NN I-NP
-if IN B-SBAR
-trade NN B-NP
-figures NNS I-NP
-for IN B-PP
-September NNP B-NP
-, , O
-due JJ B-ADJP
-for IN B-PP
-release NN B-NP
-tomorrow NN B-NP
-, , O
-fail VB B-VP
-to TO I-VP
-show VB I-VP
-a DT B-NP
-substantial JJ I-NP
-improvement NN I-NP
-from IN B-PP
-July NNP B-NP
-and CC I-NP
-August NNP I-NP
-'s POS B-NP
-near-record JJ I-NP
-deficits NNS I-NP
-. . O
-
-Chancellor NNP O
-of IN B-PP
-the DT B-NP
-Exchequer NNP I-NP
-Nigel NNP B-NP
-Lawson NNP I-NP
-'s POS B-NP
-restated VBN I-NP
-commitment NN I-NP
-to TO B-PP
-a DT B-NP
-firm NN I-NP
-monetary JJ I-NP
-policy NN I-NP
-has VBZ B-VP
-helped VBN I-VP
-to TO I-VP
-prevent VB I-VP
-a DT B-NP
-freefall NN I-NP
-in IN B-PP
-sterling NN B-NP
-over IN B-PP
-the DT B-NP
-past JJ I-NP
-week NN I-NP
-. . O
-
-But CC O
-analysts NNS B-NP
-reckon VBP B-VP
-underlying VBG B-NP
-support NN I-NP
-for IN B-PP
-sterling NN B-NP
-has VBZ B-VP
-been VBN I-VP
-eroded VBN I-VP
-by IN B-PP
-the DT B-NP
-chancellor NN I-NP
-'s POS B-NP
-failure NN I-NP
-to TO B-VP
-announce VB I-VP
-any DT B-NP
-new JJ I-NP
-policy NN I-NP
-measures NNS I-NP
-in IN B-PP
-his PRP$ B-NP
-Mansion NNP I-NP
-House NNP I-NP
-speech NN I-NP
-last JJ B-NP
-Thursday NNP I-NP
-. . O
-
-This DT B-NP
-has VBZ B-VP
-increased VBN I-VP
-the DT B-NP
-risk NN I-NP
-of IN B-PP
-the DT B-NP
-government NN I-NP
-being VBG B-VP
-forced VBN I-VP
-to TO I-VP
-increase VB I-VP
-base NN B-NP
-rates NNS I-NP
-to TO B-PP
-16 CD B-NP
-% NN I-NP
-from IN B-PP
-their PRP$ B-NP
-current JJ I-NP
-15 CD I-NP
-% NN I-NP
-level NN I-NP
-to TO B-VP
-defend VB I-VP
-the DT B-NP
-pound NN I-NP
-, , O
-economists NNS B-NP
-and CC O
-foreign JJ B-NP
-exchange NN I-NP
-market NN I-NP
-analysts NNS I-NP
-say VBP B-VP
-. . O
-
-`` `` O
-The DT B-NP
-risks NNS I-NP
-for IN B-PP
-sterling NN B-NP
-of IN B-PP
-a DT B-NP
-bad JJ I-NP
-trade NN I-NP
-figure NN I-NP
-are VBP B-VP
-very RB B-ADVP
-heavily RB I-ADVP
-on IN B-PP
-the DT B-NP
-down JJ I-NP
-side NN I-NP
-, , O
-'' '' O
-said VBD B-VP
-Chris NNP B-NP
-Dillow NNP I-NP
-, , O
-senior JJ B-NP
-U.K. NNP I-NP
-economist NN I-NP
-at IN B-PP
-Nomura NNP B-NP
-Research NNP I-NP
-Institute NNP I-NP
-. . O
-
-`` `` O
-If IN B-SBAR
-there EX B-NP
-is VBZ B-VP
-another DT B-NP
-bad JJ I-NP
-trade NN I-NP
-number NN I-NP
-, , O
-there EX B-NP
-could MD B-VP
-be VB I-VP
-an DT B-NP
-awful JJ I-NP
-lot NN I-NP
-of IN B-PP
-pressure NN B-NP
-, , O
-'' '' O
-noted VBD B-VP
-Simon NNP B-NP
-Briscoe NNP I-NP
-, , O
-U.K. NNP B-NP
-economist NN I-NP
-for IN B-PP
-Midland NNP B-NP
-Montagu NNP I-NP
-, , O
-a DT B-NP
-unit NN I-NP
-of IN B-PP
-Midland NNP B-NP
-Bank NNP I-NP
-PLC NNP I-NP
-. . O
-
-Forecasts NNS B-NP
-for IN B-PP
-the DT B-NP
-trade NN I-NP
-figures NNS I-NP
-range VBP B-VP
-widely RB B-ADVP
-, , O
-but CC O
-few JJ B-NP
-economists NNS I-NP
-expect VBP B-VP
-the DT B-NP
-data NNS I-NP
-to TO B-VP
-show VB I-VP
-a DT B-NP
-very RB I-NP
-marked VBN I-NP
-improvement NN I-NP
-from IN B-PP
-the DT O
-# # O
-2 CD O
-billion CD O
--LRB- ( O
-$ $ B-ADJP
-3.2 CD O
-billion CD O
--RRB- ) O
-deficit NN B-NP
-in IN B-PP
-the DT B-NP
-current JJ I-NP
-account NN I-NP
-reported VBD B-VP
-for IN B-PP
-August NNP B-NP
-. . O
-
-The DT B-NP
-August NNP I-NP
-deficit NN I-NP
-and CC O
-the DT B-NP
-# # I-NP
-2.2 CD I-NP
-billion CD I-NP
-gap NN I-NP
-registered VBN B-VP
-in IN B-PP
-July NNP B-NP
-are VBP B-VP
-topped VBN I-VP
-only RB B-ADVP
-by IN B-PP
-the DT B-NP
-# # I-NP
-2.3 CD I-NP
-billion CD I-NP
-deficit NN I-NP
-of IN B-PP
-October NNP B-NP
-1988 CD I-NP
-. . O
-
-Sanjay NNP B-NP
-Joshi NNP I-NP
-, , O
-European JJ B-NP
-economist NN I-NP
-at IN B-PP
-Baring NNP B-NP
-Brothers NNPS I-NP
-& CC I-NP
-Co. NNP I-NP
-, , O
-said VBD B-VP
-there EX B-NP
-is VBZ B-VP
-no DT B-NP
-sign NN I-NP
-that IN B-SBAR
-Britain NNP B-NP
-'s POS B-NP
-manufacturing NN I-NP
-industry NN I-NP
-is VBZ B-VP
-transforming VBG I-VP
-itself PRP B-NP
-to TO B-VP
-boost VB I-VP
-exports NNS B-NP
-. . O
-
-At IN B-PP
-the DT B-NP
-same JJ I-NP
-time NN I-NP
-, , O
-he PRP B-NP
-remains VBZ B-VP
-fairly RB B-ADJP
-pessimistic JJ I-ADJP
-about IN B-PP
-the DT B-NP
-outlook NN I-NP
-for IN B-PP
-imports NNS B-NP
-, , O
-given VBN B-PP
-continued VBD B-NP
-high JJ I-NP
-consumer NN I-NP
-and CC I-NP
-capital NN I-NP
-goods NNS I-NP
-inflows NNS I-NP
-. . O
-
-He PRP B-NP
-reckons VBZ B-VP
-the DT B-NP
-current JJ I-NP
-account NN I-NP
-deficit NN I-NP
-will MD B-VP
-narrow VB I-VP
-to TO B-PP
-only RB B-NP
-# # I-NP
-1.8 CD I-NP
-billion CD I-NP
-in IN B-PP
-September NNP B-NP
-. . O
-
-However RB B-ADVP
-, , O
-Mr. NNP B-NP
-Dillow NNP I-NP
-said VBD B-VP
-he PRP B-NP
-believes VBZ B-VP
-that IN B-SBAR
-a DT B-NP
-reduction NN I-NP
-in IN B-PP
-raw JJ B-NP
-material NN I-NP
-stockbuilding VBG I-NP
-by IN B-PP
-industry NN B-NP
-could MD B-VP
-lead VB I-VP
-to TO B-PP
-a DT B-NP
-sharp JJ I-NP
-drop NN I-NP
-in IN B-PP
-imports NNS B-NP
-. . O
-
-Combined VBN B-PP
-with IN B-PP
-at IN B-ADVP
-least JJS I-ADVP
-some DT B-NP
-rebound NN I-NP
-in IN B-PP
-exports NNS B-NP
-after IN B-PP
-August NNP B-NP
-'s POS B-NP
-unexpected JJ I-NP
-decline NN I-NP
-, , O
-the DT B-NP
-deficit NN I-NP
-could MD B-VP
-narrow VB I-VP
-to TO B-PP
-as RB B-NP
-little JJ I-NP
-as IN I-NP
-# # I-NP
-1.3 CD I-NP
-billion CD I-NP
-. . O
-
-Mr. NNP B-NP
-Briscoe NNP I-NP
-, , O
-who WP B-NP
-also RB B-ADVP
-forecasts VBZ B-VP
-a DT B-NP
-# # I-NP
-1.3 CD I-NP
-billion CD I-NP
-current JJ I-NP
-account NN I-NP
-gap NN I-NP
-, , O
-warns VBZ B-VP
-that IN B-SBAR
-even RB B-SBAR
-if IN I-SBAR
-the DT B-NP
-trade NN I-NP
-figures NNS I-NP
-are VBP B-VP
-bullish JJ B-ADJP
-for IN B-PP
-sterling NN B-NP
-, , O
-the DT B-NP
-currency NN I-NP
-wo MD B-VP
-n't RB I-VP
-advance VB I-VP
-much JJ B-NP
-because IN B-SBAR
-investors NNS B-NP
-will MD B-VP
-want VB I-VP
-to TO I-VP
-see VB I-VP
-further JJ B-NP
-evidence NN I-NP
-of IN B-PP
-the DT B-NP
-turnaround NN I-NP
-before IN B-PP
-adjusting VBG B-VP
-positions NNS B-NP
-. . O
-
-Nevertheless RB B-ADVP
-, , O
-he PRP B-NP
-noted VBD B-VP
-, , O
-`` `` O
-No DT B-NP
-one PRP I-NP
-will MD B-VP
-want VB I-VP
-to TO I-VP
-go VB I-VP
-into IN B-PP
-the DT B-NP
-trade NN I-NP
-figures NNS I-NP
-without IN B-PP
-a DT B-NP
-flat JJ I-NP
-position NN I-NP
-'' '' O
-in IN B-PP
-the DT B-NP
-pound NN I-NP
-. . O
-
-Meanwhile RB B-ADVP
-, , O
-overall JJ B-NP
-evidence NN I-NP
-on IN B-PP
-the DT B-NP
-economy NN I-NP
-remains VBZ B-VP
-fairly RB B-ADJP
-clouded VBN I-ADJP
-. . O
-
-In IN B-PP
-his PRP$ B-NP
-Mansion NNP I-NP
-House NNP I-NP
-speech NN I-NP
-, , O
-Mr. NNP B-NP
-Lawson NNP I-NP
-warned VBD B-VP
-that IN B-SBAR
-a DT B-NP
-further JJ I-NP
-slowdown NN I-NP
-can MD B-VP
-be VB I-VP
-expected VBN I-VP
-as IN B-SBAR
-the DT B-NP
-impact NN I-NP
-of IN B-PP
-the DT B-NP
-last JJ I-NP
-rise NN I-NP
-in IN B-PP
-interest NN B-NP
-rates NNS I-NP
-earlier RBR B-NP
-this DT I-NP
-month NN I-NP
-takes VBZ B-VP
-effect NN B-NP
-. . O
-
-U.K. JJ B-NP
-base NN I-NP
-rates NNS I-NP
-are VBP B-VP
-at IN B-PP
-their PRP$ B-NP
-highest JJS I-NP
-level NN I-NP
-in IN B-PP
-eight CD B-NP
-years NNS I-NP
-. . O
-
-But CC O
-consumer NN B-NP
-expenditure NN I-NP
-data NNS I-NP
-released VBD B-VP
-Friday NNP B-NP
-do VBP B-VP
-n't RB I-VP
-suggest VB I-VP
-that IN B-SBAR
-the DT B-NP
-U.K. NNP I-NP
-economy NN I-NP
-is VBZ B-VP
-slowing VBG I-VP
-that DT B-ADVP
-quickly RB I-ADVP
-. . O
-
-The DT B-NP
-figures NNS I-NP
-show VBP B-VP
-that DT O
-spending NN B-NP
-rose VBD B-VP
-0.1 CD B-NP
-% NN I-NP
-in IN B-PP
-the DT B-NP
-third JJ I-NP
-quarter NN I-NP
-from IN B-PP
-the DT B-NP
-second JJ I-NP
-quarter NN I-NP
-and CC O
-was VBD B-VP
-up IN B-ADVP
-3.8 CD B-NP
-% NN I-NP
-from IN B-PP
-a DT B-NP
-year NN I-NP
-ago RB B-ADVP
-. . O
-
-This DT B-NP
-compares VBZ B-VP
-with IN B-PP
-a DT B-NP
-1.6 CD I-NP
-% NN I-NP
-rise NN I-NP
-in IN B-PP
-the DT B-NP
-second NN I-NP
-from IN B-PP
-the DT B-NP
-first JJ I-NP
-quarter NN I-NP
-and CC O
-a DT B-NP
-5.4 CD I-NP
-% NN I-NP
-increase NN I-NP
-from IN B-PP
-the DT B-NP
-second JJ I-NP
-quarter NN I-NP
-of IN B-PP
-1988 CD B-NP
-. . O
-
-Mr. NNP B-NP
-Dillow NNP I-NP
-said VBD B-VP
-the DT B-NP
-data NNS I-NP
-show VBP B-VP
-the DT B-NP
-economy NN I-NP
-`` `` O
-is VBZ B-VP
-still RB B-ADVP
-quite RB B-ADJP
-strong JJ I-ADJP
-, , O
-'' '' O
-but CC O
-suggestions NNS B-NP
-that IN B-SBAR
-much NN B-NP
-of IN B-PP
-the DT B-NP
-spending NN I-NP
-went VBD B-VP
-on IN B-PP
-services NNS B-NP
-rather RB B-PP
-than IN I-PP
-consumer NN B-NP
-goods NNS I-NP
-should MD B-VP
-reduce VB I-VP
-fears NNS B-NP
-of IN B-PP
-more JJR B-NP
-import NN I-NP
-rises NNS I-NP
-. . O
-
-Certainly RB B-ADVP
-, , O
-the DT B-NP
-chancellor NN I-NP
-has VBZ B-VP
-made VBN I-VP
-it PRP B-NP
-clear JJ B-ADJP
-that IN B-SBAR
-he PRP B-NP
-is VBZ B-VP
-prepared VBN I-VP
-to TO I-VP
-increase VB I-VP
-interest NN B-NP
-rates NNS I-NP
-again RB B-ADVP
-if IN B-SBAR
-necessary JJ B-ADJP
-to TO B-VP
-both DT I-VP
-ensure VB I-VP
-that IN B-SBAR
-a DT B-NP
-substantial JJ I-NP
-slowdown NN I-NP
-does VBZ B-VP
-take VB I-VP
-place NN B-NP
-and CC O
-that DT O
-sterling NN B-NP
-does VBZ B-VP
-n't RB I-VP
-decline VB I-VP
-further JJ B-ADVP
-. . O
-
-Thursday NNP B-NP
-, , O
-he PRP B-NP
-reminded VBD B-VP
-his PRP$ B-NP
-audience NN I-NP
-that IN B-SBAR
-the DT B-NP
-government NN I-NP
-`` `` O
-can MD B-VP
-not RB I-VP
-allow VB I-VP
-the DT B-NP
-necessary JJ I-NP
-rigor NN I-NP
-of IN B-PP
-monetary JJ B-NP
-policy NN I-NP
-to TO B-VP
-be VB I-VP
-undermined VBN I-VP
-by IN B-PP
-exchange NN B-NP
-rate NN I-NP
-weakness NN I-NP
-. . O
-'' '' O
-
-Analysts NNS B-NP
-agree VBP B-VP
-there EX B-NP
-is VBZ B-VP
-little JJ B-NP
-holding NN B-VP
-sterling NN B-NP
-firm NN B-ADJP
-at IN B-PP
-the DT B-NP
-moment NN I-NP
-other JJ B-ADJP
-than IN B-PP
-Mr. NNP B-NP
-Lawson NNP I-NP
-'s POS B-NP
-promise NN I-NP
-that IN B-SBAR
-rates NNS B-NP
-will MD B-VP
-be VB I-VP
-pushed VBN I-VP
-higher JJR B-ADJP
-if IN B-SBAR
-necessary JJ B-ADJP
-. . O
-
-And CC O
-, , O
-they PRP B-NP
-warn VBP B-VP
-, , O
-any DT B-NP
-further JJ I-NP
-drop NN I-NP
-in IN B-PP
-the DT B-NP
-government NN I-NP
-'s POS B-NP
-popularity NN I-NP
-could MD B-VP
-swiftly RB I-VP
-make VB I-VP
-this DT B-NP
-promise NN I-NP
-sound NN B-VP
-hollow JJ B-ADJP
-. . O
-
-Sterling NNP B-NP
-was VBD B-VP
-already RB I-VP
-showing VBG I-VP
-some DT B-NP
-signs NNS I-NP
-of IN B-PP
-a DT B-NP
-lack NN I-NP
-of IN B-PP
-confidence NN B-NP
-in IN B-PP
-Mr. NNP B-NP
-Lawson NNP I-NP
-'s POS B-NP
-promise NN I-NP
-Friday NNP B-NP
-. . O
-
-In IN B-PP
-European JJ B-NP
-trading NN I-NP
-it PRP B-NP
-declined VBD B-VP
-to TO B-PP
-$ $ B-NP
-1.5890 CD I-NP
-and CC O
-2.9495 CD B-NP
-marks NNS I-NP
-from IN B-PP
-$ $ B-NP
-1.5940 CD I-NP
-and CC O
-2.9429 CD B-NP
-marks NNS I-NP
-late JJ B-NP
-Thursday NNP I-NP
-. . O
-
-Economists NNS B-NP
-suggested VBD B-VP
-that IN B-SBAR
-if IN B-SBAR
-the DT B-NP
-pound NN I-NP
-falls VBZ B-VP
-much JJ B-NP
-below IN B-PP
-2.90 CD B-NP
-marks NNS I-NP
-, , O
-the DT B-NP
-government NN I-NP
-will MD B-VP
-be VB I-VP
-forced VBN I-VP
-to TO I-VP
-increase VB I-VP
-rates NNS B-NP
-to TO B-PP
-16 CD B-NP
-% NN I-NP
-, , O
-both DT B-VP
-to TO I-VP
-halt VB B-VP
-any DT B-NP
-further JJ I-NP
-decline NN I-NP
-and CC O
-ensure VB B-VP
-that IN B-SBAR
-the DT B-NP
-balance NN I-NP
-of IN B-PP
-monetary JJ B-NP
-policy NN I-NP
-remains VBZ B-VP
-unchanged JJ B-ADJP
-. . O
-
-Friday NNP B-NP
-'s POS B-NP
-Market NNP I-NP
-Activity NN I-NP
-
-The DT B-NP
-dollar NN I-NP
-posted VBD B-VP
-gains NNS B-NP
-in IN B-PP
-quiet JJ B-NP
-trading NN I-NP
-as IN B-SBAR
-concerns NNS B-NP
-about IN B-PP
-equities NNS B-NP
-abated VBN B-VP
-. . O
-
-Foreign JJ B-NP
-exchange NN I-NP
-dealers NNS I-NP
-said VBD B-VP
-that IN B-SBAR
-the DT B-NP
-currency NN I-NP
-market NN I-NP
-has VBZ B-VP
-begun VBN I-VP
-to TO I-VP
-distance VB I-VP
-itself PRP B-NP
-from IN B-PP
-the DT B-NP
-volatile JJ I-NP
-stock NN I-NP
-exchange NN I-NP
-, , O
-which WDT B-NP
-has VBZ B-VP
-preoccupied VBN I-VP
-the DT B-NP
-market NN I-NP
-since IN B-PP
-Oct. NNP B-NP
-13 CD I-NP
-, , O
-when WRB B-ADVP
-the DT B-NP
-Dow NNP I-NP
-Jones NNP I-NP
-Industrial NNP I-NP
-Average NNP I-NP
-plunged VBD B-VP
-more JJR B-NP
-than IN I-NP
-190 CD I-NP
-points NNS I-NP
-. . O
-
-Currency NN B-NP
-analysts NNS I-NP
-predict VBP B-VP
-that IN B-SBAR
-in IN B-PP
-the DT B-NP
-coming VBG I-NP
-week NN I-NP
-the DT B-NP
-foreign JJ I-NP
-exchange NN I-NP
-market NN I-NP
-will MD B-VP
-shift VB I-VP
-its PRP$ B-NP
-focus NN I-NP
-back RB B-ADVP
-to TO B-PP
-economic JJ B-NP
-fundamentals NNS I-NP
-, , O
-keeping VBG B-VP
-a DT B-NP
-close NN I-NP
-eye NN I-NP
-out IN B-ADVP
-for IN B-PP
-any DT B-NP
-signs NNS I-NP
-of IN B-PP
-monetary JJ B-NP
-easing NN I-NP
-by IN B-PP
-U.S. NNP B-NP
-Federal NNP I-NP
-Reserve NNP I-NP
-. . O
-
-Late RB B-ADVP
-in IN B-PP
-the DT B-NP
-New NNP I-NP
-York NNP I-NP
-trading NN I-NP
-day NN I-NP
-, , O
-the DT B-NP
-dollar NN I-NP
-was VBD B-VP
-quoted VBN I-VP
-at IN B-PP
-1.8578 CD B-NP
-marks NNS I-NP
-, , O
-up IN B-ADVP
-from IN B-PP
-1.8470 CD B-NP
-marks NNS I-NP
-late JJ B-NP
-Thursday NNP I-NP
-in IN B-PP
-New NNP B-NP
-York NNP I-NP
-. . O
-
-The DT B-NP
-U.S. NNP I-NP
-currency NN I-NP
-was VBD B-VP
-also RB I-VP
-changing VBG I-VP
-hands NNS B-NP
-at IN B-PP
-142.43 CD B-NP
-yen NN I-NP
-, , O
-up IN B-ADVP
-from IN B-PP
-141.70 CD B-NP
-yen NN I-NP
-in IN B-PP
-New NNP B-NP
-York NNP I-NP
-late JJ B-NP
-Thursday NNP I-NP
-. . O
-
-In IN B-PP
-Tokyo NNP B-NP
-on IN B-PP
-Monday NNP B-NP
-, , O
-the DT B-NP
-U.S. NNP I-NP
-currency NN I-NP
-opened VBD B-VP
-for IN B-PP
-trading NN B-NP
-at IN B-PP
-141.95 CD B-NP
-yen NN I-NP
-, , O
-up IN B-ADVP
-from IN B-PP
-Friday NNP B-NP
-'s POS B-NP
-Tokyo NNP I-NP
-close NN I-NP
-of IN B-PP
-141.35 CD B-NP
-yen NN I-NP
-. . O
-
-On IN B-PP
-the DT B-NP
-Commodity NNP I-NP
-Exchange NNP I-NP
-in IN B-PP
-New NNP B-NP
-York NNP I-NP
-, , O
-gold NN B-NP
-for IN B-PP
-current JJ B-NP
-delivery NN I-NP
-settled VBD B-VP
-at IN B-PP
-$ $ B-NP
-367.30 CD I-NP
-an DT B-NP
-ounce NN I-NP
-, , O
-up IN B-ADVP
-20 CD B-NP
-cents NNS I-NP
-. . O
-
-Estimated VBN B-NP
-volume NN I-NP
-was VBD B-VP
-a DT B-NP
-light NN I-NP
-2.4 CD I-NP
-million CD I-NP
-ounces NNS I-NP
-. . O
-
-In IN B-PP
-early JJ B-NP
-trading NN I-NP
-in IN B-PP
-Hong NNP B-NP
-Kong NNP I-NP
-Monday NNP B-NP
-, , O
-gold NN B-NP
-was VBD B-VP
-quoted VBN I-VP
-at IN B-PP
-$ $ B-NP
-366.50 CD I-NP
-an DT B-NP
-ounce NN I-NP
-. . O
-
-East NNP B-NP
-Rock NNP I-NP
-Partners NNP I-NP
-Limited NNP I-NP
-Partnership NNP I-NP
-said VBD B-VP
-it PRP B-NP
-proposed VBD B-VP
-to TO I-VP
-acquire VB I-VP
-A.P. NNP B-NP
-Green NNP I-NP
-Industries NNP I-NP
-Inc. NNP I-NP
-for IN B-PP
-$ $ B-NP
-40 CD I-NP
-a DT B-NP
-share NN I-NP
-. . O
-
-In IN B-PP
-an DT B-NP
-Oct. NNP I-NP
-19 CD I-NP
-letter NN I-NP
-to TO B-PP
-A.P. NNP B-NP
-Green NNP I-NP
-'s POS B-NP
-board NN I-NP
-, , O
-East NNP B-NP
-Rock NNP I-NP
-said VBD B-VP
-the DT B-NP
-offer NN I-NP
-is VBZ B-VP
-subject NN B-ADJP
-to TO B-PP
-the DT B-NP
-signing NN I-NP
-of IN B-PP
-a DT B-NP
-merger NN I-NP
-agreement NN I-NP
-by IN B-PP
-no DT B-ADVP
-later RB I-ADVP
-than IN B-PP
-Oct. NNP B-NP
-31 CD I-NP
-. . O
-
-The DT B-NP
-letter NN I-NP
-, , O
-attached VBN B-VP
-to TO B-PP
-a DT B-NP
-filing NN I-NP
-with IN B-PP
-the DT B-NP
-Securities NNP I-NP
-and CC I-NP
-Exchange NNP I-NP
-Commission NNP I-NP
-, , O
-said VBD B-VP
-the DT B-NP
-approval NN I-NP
-is VBZ B-VP
-also RB B-ADVP
-contingent JJ B-ADJP
-upon IN B-PP
-obtaining VBG B-VP
-satisfactory JJ B-NP
-financing NN I-NP
-. . O
-
-An DT B-NP
-A.P. NNP I-NP
-Green NNP I-NP
-official NN I-NP
-declined VBD B-VP
-to TO I-VP
-comment VB I-VP
-on IN B-PP
-the DT B-NP
-filing NN I-NP
-. . O
-
-The DT B-NP
-$ $ I-NP
-40-a-share JJ I-NP
-proposal NN I-NP
-values VBZ B-VP
-the DT B-NP
-company NN I-NP
-at IN B-PP
-about RB B-NP
-$ $ I-NP
-106.6 CD I-NP
-million CD I-NP
-. . O
-
-A.P. NNP B-NP
-Green NNP I-NP
-currently RB B-ADVP
-has VBZ B-VP
-2,664,098 CD B-NP
-shares NNS I-NP
-outstanding JJ B-ADJP
-. . O
-
-Its PRP$ B-NP
-stock NN I-NP
-closed VBD B-VP
-at IN B-PP
-$ $ B-NP
-38 CD I-NP
-, , O
-up IN B-ADVP
-$ $ B-NP
-1.875 CD I-NP
-, , O
-in IN B-PP
-national JJ B-NP
-over-the-counter JJ I-NP
-trading NN I-NP
-. . O
-
-The DT B-NP
-company NN I-NP
-is VBZ B-VP
-a DT B-NP
-Mexico NNP I-NP
-, , I-NP
-Mo. NNP I-NP
-, , I-NP
-maker NN I-NP
-of IN B-PP
-refractory JJ B-NP
-products NNS I-NP
-. . O
-
-East NNP B-NP
-Rock NNP I-NP
-also RB B-ADVP
-said VBD B-VP
-in IN B-PP
-the DT B-NP
-filing NN I-NP
-that IN B-SBAR
-it PRP B-NP
-boosted VBD B-VP
-its PRP$ B-NP
-stake NN I-NP
-in IN B-PP
-A.P. NNP B-NP
-Green NNP I-NP
-to TO B-PP
-8.7 CD B-NP
-% NN I-NP
-. . O
-
-It PRP B-NP
-now RB B-ADVP
-holds VBZ B-VP
-233,000 CD B-NP
-A.P. NNP I-NP
-Green NNP I-NP
-common JJ I-NP
-shares NNS I-NP
-, , O
-including VBG B-PP
-30,000 CD B-NP
-shares NNS I-NP
-bought VBD B-VP
-last JJ B-NP
-Thursday NNP I-NP
-for IN B-PP
-$ $ B-NP
-35.50 CD I-NP
-to TO I-NP
-$ $ I-NP
-36.50 CD I-NP
-a DT B-NP
-share NN I-NP
-. . O
-
-New NNP B-NP
-York-based JJ I-NP
-John NNP I-NP
-Kuhns NNP I-NP
-and CC I-NP
-Robert NNP I-NP
-MacDonald NNP I-NP
-control NN B-VP
-East NNP B-NP
-Rock NNP I-NP
-Partners NNP I-NP
-Inc. NNP I-NP
-, , O
-the DT B-NP
-sole JJ I-NP
-general JJ I-NP
-partner NN I-NP
-of IN B-PP
-East NNP B-NP
-Rock NNP I-NP
-Partners NNP I-NP
-L.P NNP I-NP
-. . O
-
-The DT B-NP
-sole JJ I-NP
-limited JJ I-NP
-partner NN I-NP
-of IN B-PP
-the DT B-NP
-partnership NN I-NP
-is VBZ B-VP
-Westwood NNP B-NP
-Brick NNP I-NP
-Lime NNP I-NP
-Inc. NNP I-NP
-, , O
-an DT B-NP
-indirect JJ I-NP
-subsidiary NN I-NP
-of IN B-PP
-Westwood NNP B-NP
-Group NNP I-NP
-Inc NNP I-NP
-. . O
-
-Both DT B-NP
-Westwood NNP B-NP
-Brick NNP I-NP
-and CC O
-Westwood NNP B-NP
-Group NNP I-NP
-are VBP B-VP
-based VBN I-VP
-in IN B-PP
-Boston NNP B-NP
-. . O
-
-Freight NN B-NP
-rates NNS I-NP
-, , O
-declining VBG B-VP
-for IN B-PP
-most RBS B-NP
-of IN B-PP
-the DT B-NP
-decade NN I-NP
-because IN B-PP
-of IN I-PP
-competition NN B-NP
-spurred VBN B-VP
-by IN B-PP
-deregulation NN B-NP
-, , O
-are VBP B-VP
-bottoming VBG I-VP
-out IN B-PRT
-, , O
-turning VBG B-VP
-upward RB B-ADVP
-and CC O
-threatening VBG B-VP
-to TO I-VP
-fuel VB I-VP
-inflation NN B-NP
-. . O
-
-Trucking NNP B-NP
-, , I-NP
-shipping VBG I-NP
-and CC I-NP
-air-freight NN I-NP
-companies NNS I-NP
-have VBP B-VP
-announced VBN I-VP
-rate NN B-NP
-increases NNS I-NP
-, , O
-scheduled VBN B-VP
-for IN B-PP
-this DT B-NP
-fall NN I-NP
-or CC O
-early JJ B-NP
-next JJ I-NP
-year NN I-NP
-, , O
-reflecting VBG B-VP
-higher JJR B-NP
-costs NNS I-NP
-and CC O
-tightened VBD B-NP
-demand NN I-NP
-for IN B-PP
-freight NN B-NP
-transport NN I-NP
-. . O
-
-Major JJ B-NP
-shippers NNS I-NP
-say VBP B-VP
-they PRP B-NP
-expect VBP B-VP
-freight NN B-NP
-rates NNS I-NP
-to TO B-VP
-rise VB I-VP
-at IN B-ADVP
-least JJS I-ADVP
-as RB B-ADVP
-fast RB I-ADVP
-as IN B-PP
-inflation NN B-NP
-and CC B-ADVP
-maybe RB I-ADVP
-faster RBR B-ADVP
-in IN B-PP
-the DT B-NP
-next JJ I-NP
-few JJ I-NP
-years NNS I-NP
-. . O
-
-That DT B-NP
-'s VBZ B-VP
-a DT B-NP
-big JJ I-NP
-change NN I-NP
-from IN B-PP
-recent JJ B-NP
-years NNS I-NP
-when WRB B-ADVP
-freight NN B-NP
-haulage NN I-NP
-was VBD B-VP
-a DT B-NP
-bright JJ I-NP
-spot NN I-NP
-for IN B-PP
-U.S. NNP B-NP
-productivity NN I-NP
-, , O
-helping VBG B-VP
-to TO I-VP
-restrain VB I-VP
-inflation NN B-NP
-and CC O
-make VB B-VP
-U.S. NNP B-NP
-industry NN I-NP
-more RBR B-ADJP
-competitive JJ I-ADJP
-abroad RB B-ADVP
-. . O
-
-`` `` O
-Demand NN B-NP
-has VBZ B-VP
-caught VBN I-VP
-up IN B-PRT
-with IN B-PP
-the DT B-NP
-supply NN I-NP
-of IN B-PP
-certain JJ B-NP
-types NNS I-NP
-of IN B-PP
-freight NN B-NP
-transportation NN I-NP
-, , O
-and CC O
-rates NNS B-NP
-are VBP B-VP
-starting VBG I-VP
-to TO I-VP
-move VB I-VP
-up IN B-ADVP
-'' '' O
-at IN B-PP
-a DT B-NP
-rate NN I-NP
-`` `` O
-close RB B-ADJP
-to TO B-PP
-or CC O
-slightly RB B-ADJP
-more JJR I-ADJP
-than IN B-PP
-the DT B-NP
-inflation NN I-NP
-rate NN I-NP
-, , O
-'' '' O
-said VBD B-VP
-Clifford NNP B-NP
-Sayre NNP I-NP
-, , O
-director NN B-NP
-of IN B-PP
-logistics NNS B-NP
-at IN B-PP
-Du NNP B-NP
-Pont NNP I-NP
-Co NNP I-NP
-. . O
-
-Shippers NNS B-NP
-surveyed VBN B-VP
-recently RB B-ADVP
-by IN B-PP
-Ohio NNP B-NP
-State NNP I-NP
-University NNP I-NP
-said VBD B-VP
-they PRP B-NP
-expect VBP B-VP
-their PRP$ B-NP
-freight-transport JJ I-NP
-, , I-NP
-storage NN I-NP
-and CC I-NP
-distribution NN I-NP
-costs NNS I-NP
-to TO B-VP
-rise VB I-VP
-about IN B-NP
-4 CD I-NP
-% NN I-NP
-this DT B-NP
-year NN I-NP
-. . O
-
-Only RB B-NP
-10 CD I-NP
-% NN I-NP
-of IN B-PP
-the DT B-NP
-250 CD I-NP
-shippers NNS I-NP
-polled VBN B-VP
-expected VBN B-VP
-their PRP$ B-NP
-freight-transport JJ I-NP
-costs NNS I-NP
-to TO B-VP
-decrease VB I-VP
-, , O
-compared VBN B-PP
-with IN B-PP
-30 CD B-NP
-% NN I-NP
-who WP B-NP
-had VBD B-VP
-looked VBN I-VP
-to TO B-PP
-freight VB B-NP
-transport NN I-NP
-to TO B-VP
-reduce VB I-VP
-costs NNS B-NP
-in IN B-PP
-past JJ B-NP
-years NNS I-NP
-. . O
-
-`` `` O
-This DT B-NP
-is VBZ B-VP
-the DT B-NP
-first JJ I-NP
-year NN I-NP
-since IN B-PP
-transportation NN B-NP
-deregulation NN I-NP
-in IN B-PP
-1980 CD B-NP
-that IN B-ADVP
-we PRP B-NP
-have VBP B-VP
-had VBN I-VP
-such JJ B-NP
-a DT I-NP
-dramatic JJ I-NP
-and CC I-NP
-broad-based JJ I-NP
-upturn NN I-NP
-in IN B-PP
-perceived VBN B-NP
-transportation NN I-NP
-rates NNS I-NP
-, , O
-'' '' O
-said VBD B-VP
-Bernard NNP B-NP
-LaLonde NNP I-NP
-, , O
-a DT B-NP
-transportation NN I-NP
-logistics NNS I-NP
-professor NN I-NP
-at IN B-PP
-Ohio NNP B-NP
-State NNP I-NP
-in IN B-PP
-Columbus NNP B-NP
-. . O
-
-The DT B-NP
-deregulation NN I-NP
-of IN B-PP
-railroads NNS B-NP
-and CC I-NP
-trucking NN I-NP
-companies NNS I-NP
-that WDT B-NP
-began VBD B-VP
-in IN B-PP
-1980 CD B-NP
-enabled VBD B-VP
-shippers NNS B-NP
-to TO B-VP
-bargain VB I-VP
-for IN B-PP
-transportation NN B-NP
-. . O
-
-Carriers NNP B-NP
-could MD B-VP
-use VB I-VP
-their PRP$ B-NP
-equipment NN I-NP
-more RBR B-ADVP
-efficiently RB I-ADVP
-, , O
-leading VBG B-VP
-to TO B-PP
-overcapacity NN B-NP
-they PRP B-NP
-were VBD B-VP
-eager JJ B-ADJP
-to TO B-VP
-fill VB I-VP
-. . O
-
-Shippers NNS B-NP
-cut VBP B-VP
-about RB B-NP
-$ $ I-NP
-35 CD I-NP
-billion CD I-NP
-from IN B-PP
-their PRP$ B-NP
-annual JJ I-NP
-, , I-NP
-inter-city JJ I-NP
-truck NN I-NP
-and CC I-NP
-rail NN I-NP
-costs NNS I-NP
-, , O
-to TO B-PP
-about RB B-NP
-$ $ I-NP
-150 CD I-NP
-billion CD I-NP
-, , O
-or CC O
-about IN B-NP
-6.4 CD I-NP
-% NN I-NP
-of IN B-PP
-gross JJ B-NP
-national JJ I-NP
-product NN I-NP
-, , O
-down RB B-ADVP
-from IN B-PP
-8 CD B-NP
-% NN I-NP
-of IN B-PP
-GNP NNP B-NP
-in IN B-PP
-1981 CD B-NP
-. . O
-
-But CC O
-with IN B-PP
-much NN B-NP
-of IN B-PP
-the DT B-NP
-inefficiency NN I-NP
-squeezed VBN B-VP
-out IN B-PP
-of IN B-PP
-the DT B-NP
-freight-transport JJ I-NP
-system NN I-NP
-, , O
-rising VBG B-NP
-costs NNS I-NP
-are VBP B-VP
-likely JJ B-ADJP
-to TO B-VP
-be VB I-VP
-reflected VBN I-VP
-directly RB B-ADVP
-in IN B-PP
-higher JJR B-NP
-freight NN I-NP
-rates NNS I-NP
-. . O
-
-`` `` O
-Shippers NNS B-NP
-are VBP B-VP
-saying VBG I-VP
-` `` O
-the DT B-NP
-party NN I-NP
-'s POS B-VP
-over IN B-ADJP
-, , O
-' '' O
-'' '' O
-said VBD B-VP
-Mr. NNP B-NP
-LaLonde NNP I-NP
-. . O
-
-`` `` O
-Shippers NNS B-NP
-wo MD B-VP
-n't RB I-VP
-be VB I-VP
-able JJ B-ADJP
-to TO B-VP
-look VB I-VP
-for IN B-PP
-transportation-cost JJ B-NP
-savings NNS I-NP
-as IN B-SBAR
-they PRP B-NP
-have VBP B-VP
-for IN B-PP
-the DT B-NP
-last JJ I-NP
-eight CD I-NP
-or CC I-NP
-nine CD I-NP
-years NNS I-NP
-. . O
-
-Transport NN B-NP
-rates NNS I-NP
-wo MD B-VP
-n't RB I-VP
-be VB I-VP
-an DT B-NP
-opportunity NN I-NP
-for IN B-PP
-offsetting VBG B-VP
-cost NN B-NP
-increases NNS I-NP
-in IN B-PP
-other JJ B-NP
-segments NNS I-NP
-of IN B-PP
-the DT B-NP
-economy NN I-NP
-. . O
-'' '' O
-
-Robert NNP B-NP
-Delaney NNP I-NP
-, , O
-a DT B-NP
-consultant NN I-NP
-at IN B-PP
-Arthur NNP B-NP
-D. NNP I-NP
-Little NNP I-NP
-Inc. NNP I-NP
-, , O
-Cambridge NNP B-NP
-, , O
-Mass. NNP B-NP
-, , O
-said VBD B-VP
-`` `` O
-We PRP B-NP
-'ve VBP B-VP
-gotten VBN I-VP
-all PDT B-NP
-the DT I-NP
-benefits NNS I-NP
-of IN B-PP
-deregulation NN B-NP
-in IN B-PP
-freight-cost JJ B-NP
-reductions NNS I-NP
-. . O
-
-Now RB B-ADVP
-we PRP B-NP
-are VBP B-VP
-starting VBG I-VP
-to TO I-VP
-see VB I-VP
-real JJ B-NP
-freight-rate JJ I-NP
-increases NNS I-NP
-as IN B-SBAR
-carriers NNS B-NP
-replace VBP B-VP
-equipment NN B-NP
-, , O
-pay VB B-VP
-higher JJR B-NP
-fuel NN I-NP
-costs NNS I-NP
-and CC O
-pay VB B-VP
-more JJR B-NP
-for IN B-PP
-labor NN B-NP
-. . O
-
-You PRP B-NP
-'ll MD B-VP
-see VB I-VP
-carriers NNS B-NP
-try VB B-VP
-to TO I-VP
-recoup VB I-VP
-some DT B-NP
-of IN B-PP
-the DT B-NP
-price NN I-NP
-cutting VBG I-NP
-that WDT B-NP
-occurred VBD B-VP
-previously RB B-ADVP
-. . O
-'' '' O
-
-Not RB B-NP
-everyone NN I-NP
-believes VBZ B-VP
-that IN B-SBAR
-the DT B-NP
-good JJ I-NP
-times NNS I-NP
-are VBP B-VP
-over IN B-ADJP
-for IN B-PP
-shippers NNS B-NP
-. . O
-
-`` `` O
-There EX B-NP
-'s VBZ B-VP
-still RB B-ADVP
-a DT B-NP
-lot NN I-NP
-of IN B-PP
-pressure NN B-NP
-on IN B-PP
-rates NNS B-NP
-in IN B-PP
-both DT B-NP
-rail NN I-NP
-and CC I-NP
-truck NN I-NP
-, , O
-'' '' O
-said VBD B-VP
-Gerard NNP B-NP
-McCullough NNP I-NP
-, , O
-lecturer NN B-NP
-in IN B-PP
-transportation NN B-NP
-at IN B-PP
-Massachusetts NNP B-NP
-Institute NNP I-NP
-of IN B-PP
-Technology NNP B-NP
-. . O
-
-Less-than-truckload JJ B-NP
-companies NNS I-NP
-, , O
-which WDT B-NP
-carry VBP B-VP
-the DT B-NP
-freight NN I-NP
-of IN B-PP
-several JJ B-NP
-shippers NNS I-NP
-in IN B-PP
-each DT B-NP
-truck NN I-NP
-trailer NN I-NP
-, , O
-discounted VBD B-VP
-away RB B-ADVP
-a DT B-NP
-4.7 CD I-NP
-% NN I-NP
-rate NN I-NP
-increase NN I-NP
-implemented VBD B-VP
-last JJ B-NP
-April NNP I-NP
-. . O
-
-The DT B-NP
-carriers NNS I-NP
-were VBD B-VP
-competing VBG I-VP
-fiercely RB B-ADVP
-for IN B-PP
-market NN B-NP
-share NN I-NP
-. . O
-
-Railroad-rate JJ B-NP
-increases NNS I-NP
-are VBP B-VP
-likely JJ B-ADJP
-to TO B-VP
-be VB I-VP
-restrained VBN I-VP
-by IN B-PP
-weakening VBG B-NP
-rail-traffic JJ I-NP
-levels NNS I-NP
-and CC O
-keen JJ B-NP
-competition NN I-NP
-for IN B-PP
-freight NN B-NP
-from IN B-PP
-trucks NNS B-NP
-. . O
-
-An DT B-NP
-official NN I-NP
-at IN B-PP
-Consolidated NNP B-NP
-Freightways NNP I-NP
-Inc. NNP I-NP
-, , O
-a DT B-NP
-Menlo NNP I-NP
-Park NNP I-NP
-, , I-NP
-Calif. NNP I-NP
-, , I-NP
-less-than-truckload JJ I-NP
-carrier NN I-NP
-, , O
-said VBD B-VP
-rate NN B-NP
-discounting NN I-NP
-in IN B-PP
-that DT B-NP
-industry NN I-NP
-has VBZ B-VP
-begun VBN I-VP
-to TO I-VP
-`` `` O
-stabilize VB B-VP
-. . O
-'' '' O
-
-Consolidated NNP B-NP
-Freightways NNP I-NP
-plans VBZ B-VP
-to TO I-VP
-raise VB I-VP
-its PRP$ B-NP
-rates NNS I-NP
-5.3 CD B-NP
-% NN I-NP
-late JJ B-NP
-this DT I-NP
-year NN I-NP
-or CC O
-early JJ B-NP
-next JJ I-NP
-year NN I-NP
-, , O
-and CC O
-at IN B-NP
-least JJS I-NP
-two CD I-NP
-competitors NNS I-NP
-have VBP B-VP
-announced VBN I-VP
-similar JJ B-NP
-increases NNS I-NP
-. . O
-
-Truckers NNS B-NP
-are VBP B-VP
-`` `` O
-trying VBG B-VP
-to TO I-VP
-send VB I-VP
-signals NNS B-NP
-that IN B-SBAR
-they PRP B-NP
-need VBP B-VP
-to TO I-VP
-stop VB I-VP
-the DT B-NP
-bloodletting NN I-NP
-, , O
-forget VB B-VP
-about IN B-PP
-market NN B-NP
-share NN I-NP
-and CC O
-go VB B-VP
-for IN B-PP
-higher JJR B-NP
-rates NNS I-NP
-, , O
-'' '' O
-said VBD B-VP
-Michael NNP B-NP
-Lloyd NNP I-NP
-, , O
-an DT B-NP
-analyst NN I-NP
-at IN B-PP
-Salomon NNP B-NP
-Bros NNP I-NP
-. . O
-
-And CC O
-`` `` O
-shippers NNS B-NP
-are VBP B-VP
-getting VBG I-VP
-the DT B-NP
-feeling NN I-NP
-that IN B-SBAR
-they PRP B-NP
-have VBP B-VP
-played VBN I-VP
-one CD B-NP
-trucker NN I-NP
-off IN B-ADVP
-against IN B-PP
-another DT B-NP
-as RB B-NP
-much JJ I-NP
-as IN B-SBAR
-they PRP B-NP
-can MD B-VP
-, , O
-'' '' O
-he PRP B-NP
-said VBD B-VP
-. . O
-
-Air-freight NN B-NP
-carriers NNS I-NP
-raised VBD B-VP
-their PRP$ B-NP
-rates NNS I-NP
-for IN B-PP
-U.S. NNP B-NP
-products NNS I-NP
-going VBG B-VP
-across IN B-PP
-the DT B-NP
-Pacific NNP I-NP
-to TO B-PP
-Asia NNP B-NP
-by IN B-PP
-about IN B-NP
-20 CD I-NP
-% NN I-NP
-earlier RBR B-NP
-this DT I-NP
-month NN I-NP
-. . O
-
-And CC O
-Japan NNP B-NP
-Air NNP I-NP
-Lines NNPS I-NP
-said VBD B-VP
-it PRP B-NP
-plans VBZ B-VP
-to TO I-VP
-boost VB I-VP
-its PRP$ B-NP
-rates NNS I-NP
-a DT B-NP
-further JJ I-NP
-25 CD I-NP
-% NN I-NP
-over IN B-PP
-the DT B-NP
-next JJ I-NP
-two CD I-NP
-years NNS I-NP
-. . O
-
-Such JJ B-NP
-rate NN I-NP
-increases NNS I-NP
-`` `` O
-will MD B-VP
-increase VB I-VP
-the DT B-NP
-total JJ I-NP
-cost NN I-NP
-of IN B-PP
-U.S. NNP B-NP
-products NNS I-NP
-and CC O
-slow JJ B-VP
-down RP B-PRT
-the DT B-NP
-rate NN I-NP
-of IN B-PP
-increase NN B-NP
-of IN B-PP
-U.S. NNP B-NP
-exports NNS I-NP
-, , O
-'' '' O
-said VBD B-VP
-Richard NNP B-NP
-Connors NNP I-NP
-, , O
-a DT B-NP
-senior JJ I-NP
-vice NN I-NP
-president NN I-NP
-of IN B-PP
-Yusen NNP B-NP
-Air NNP I-NP
-& CC I-NP
-Sea NNP I-NP
-Service NNP I-NP
-U.S.A. NNP I-NP
-Inc. NNP I-NP
-, , O
-the DT B-NP
-U.S. NNP I-NP
-air-freight-forwarding JJ I-NP
-subsidiary NN I-NP
-of IN B-PP
-Nippon NNP B-NP
-Yusen NNP I-NP
-Kaisha NNP I-NP
-of IN B-PP
-Japan NNP B-NP
-. . O
-
-Ship NN B-NP
-companies NNS I-NP
-carrying VBG B-VP
-bulk NN B-NP
-commodities NNS I-NP
-, , O
-such JJ B-PP
-as IN I-PP
-oil NN B-NP
-, , O
-grain NN B-NP
-, , O
-coal NN B-NP
-and CC O
-iron NN B-NP
-ore NN I-NP
-, , O
-have VBP B-VP
-been VBN I-VP
-able JJ B-ADJP
-to TO B-VP
-increase VB I-VP
-their PRP$ B-NP
-rates NNS I-NP
-in IN B-PP
-the DT B-NP
-last JJ I-NP
-couple NN I-NP
-of IN B-PP
-years NNS B-NP
-. . O
-
-Some DT B-NP
-bulk NN I-NP
-shipping VBG I-NP
-rates NNS I-NP
-have VBP B-VP
-increased VBN I-VP
-`` `` O
-3 CD B-NP
-% NN I-NP
-to TO I-NP
-4 CD I-NP
-% NN I-NP
-in IN B-PP
-the DT B-NP
-past JJ I-NP
-few JJ I-NP
-months NNS I-NP
-, , O
-'' '' O
-said VBD B-VP
-Salomon NNP B-NP
-'s POS B-NP
-Mr. NNP I-NP
-Lloyd NNP I-NP
-. . O
-
-And CC O
-ship NN B-NP
-lines NNS I-NP
-carrying VBG B-VP
-containers NNS B-NP
-are VBP B-VP
-also RB I-VP
-trying VBG I-VP
-to TO I-VP
-raise VB I-VP
-their PRP$ B-NP
-rates NNS I-NP
-. . O
-
-Carriers NNP B-NP
-boosted VBD B-VP
-rates NNS B-NP
-more JJR B-NP
-than IN I-NP
-10 CD I-NP
-% NN I-NP
-in IN B-PP
-the DT B-NP
-North NNP I-NP
-Atlantic NNP I-NP
-between IN B-PP
-the DT B-NP
-U.S. NNP I-NP
-and CC O
-Europe NNP B-NP
-last JJ B-NP
-September NNP I-NP
-, , O
-hoping VBG B-VP
-to TO I-VP
-partly RB I-VP
-restore VB I-VP
-rates NNS B-NP
-to TO B-PP
-earlier JJR B-NP
-levels NNS I-NP
-. . O
-
-Ship NN B-NP
-lines NNS I-NP
-operating VBG B-VP
-in IN B-PP
-the DT B-NP
-Pacific NNP I-NP
-plan NN B-VP
-to TO I-VP
-raise VB I-VP
-rates NNS B-NP
-on IN B-PP
-containers NNS B-NP
-carrying VBG B-VP
-U.S. NNP B-NP
-exports NNS I-NP
-to TO B-PP
-Asia NNP B-NP
-about IN B-NP
-10 CD I-NP
-% NN I-NP
-, , O
-effective JJ B-ADJP
-next JJ B-NP
-April NNP I-NP
-. . O
-
-MGM NNP B-NP
-Grand NNP I-NP
-Inc. NNP I-NP
-said VBD B-VP
-it PRP B-NP
-filed VBD B-VP
-a DT B-NP
-registration NN I-NP
-statement NN I-NP
-with IN B-PP
-the DT B-NP
-Securities NNP I-NP
-and CC I-NP
-Exchange NNP I-NP
-Commission NNP I-NP
-for IN B-PP
-a DT B-NP
-public JJ I-NP
-offering NN I-NP
-of IN B-PP
-six CD B-NP
-million CD I-NP
-common JJ I-NP
-shares NNS I-NP
-. . O
-
-The DT B-NP
-Beverly NNP I-NP
-Hills NNP I-NP
-, , I-NP
-Calif.-based JJ I-NP
-company NN I-NP
-said VBD B-VP
-it PRP B-NP
-would MD B-VP
-have VB I-VP
-26.9 CD B-NP
-million CD I-NP
-common JJ I-NP
-shares NNS I-NP
-outstanding JJ B-ADJP
-after IN B-PP
-the DT B-NP
-offering NN I-NP
-. . O
-
-The DT B-NP
-hotel NN I-NP
-and CC I-NP
-Gaming NNP I-NP
-company NN I-NP
-said VBD B-VP
-Merrill NNP B-NP
-Lynch NNP I-NP
-Capital NNP I-NP
-Markets NNPS I-NP
-will MD B-VP
-lead VB I-VP
-the DT B-NP
-underwriters NNS I-NP
-. . O
-
-Proceeds NNS B-NP
-from IN B-PP
-the DT B-NP
-sale NN I-NP
-will MD B-VP
-be VB I-VP
-used VBN I-VP
-for IN B-PP
-remodeling VBG B-NP
-and CC I-NP
-refurbishing VBG I-NP
-projects NNS I-NP
-, , B-PP
-as RB I-PP
-well RB I-PP
-as IN I-PP
-for IN B-PP
-the DT B-NP
-planned VBN I-NP
-MGM NNP I-NP
-Grand NNP I-NP
-hotel\/casino NN I-NP
-and CC I-NP
-theme NN I-NP
-park NN I-NP
-. . O
-
-Bob NNP B-NP
-Stone NNP I-NP
-stewed JJ B-VP
-over IN B-PP
-a DT B-NP
-letter NN I-NP
-from IN B-PP
-his PRP$ B-NP
-manager NN I-NP
-putting VBG B-VP
-him PRP B-NP
-on IN B-PP
-probation NN B-NP
-for IN B-PP
-insubordination NN B-NP
-. . O
-
-Mr. NNP B-NP
-Stone NNP I-NP
-thought VBD B-VP
-the DT B-NP
-discipline NN I-NP
-was VBD B-VP
-unfair JJ B-ADJP
-; : O
-he PRP B-NP
-believed VBD B-VP
-that IN B-SBAR
-his PRP$ B-NP
-manager NN I-NP
-wanted VBD B-VP
-to TO I-VP
-get VB I-VP
-rid JJ B-ADJP
-of IN B-PP
-him PRP B-NP
-for IN B-PP
-personal JJ B-NP
-reasons NNS I-NP
-. . O
-
-Unable JJ B-ADJP
-to TO B-VP
-persuade VB I-VP
-the DT B-NP
-manager NN I-NP
-to TO B-VP
-change VB I-VP
-his PRP$ B-NP
-decision NN I-NP
-, , O
-he PRP B-NP
-went VBD B-VP
-to TO B-PP
-a DT B-NP
-`` `` I-NP
-company NN I-NP
-court NN I-NP
-'' '' O
-for IN B-PP
-a DT B-NP
-hearing NN I-NP
-. . O
-
-At IN B-PP
-the DT B-NP
-scheduled VBN I-NP
-time NN I-NP
-, , O
-Mr. NNP B-NP
-Stone NNP I-NP
-entered VBD B-VP
-a DT B-NP
-conference NN I-NP
-room NN I-NP
-in IN B-PP
-a DT B-NP
-building NN I-NP
-near IN B-PP
-where WRB B-ADVP
-he PRP B-NP
-worked VBD B-VP
-. . O
-
-After IN B-SBAR
-the DT B-NP
-three CD I-NP
-members NNS I-NP
-of IN B-PP
-the DT B-NP
-court NN I-NP
-introduced VBD B-VP
-themselves PRP B-NP
-, , O
-the DT B-NP
-chairman NN I-NP
-of IN B-PP
-the DT B-NP
-panel NN I-NP
-said VBD B-VP
-: : O
-`` `` O
-Go VB B-VP
-ahead RB B-ADVP
-and CC O
-tell VB B-VP
-us PRP B-NP
-what WP B-NP
-happened VBD B-VP
-. . O
-
-We PRP B-NP
-may MD B-VP
-ask VB I-VP
-questions NNS B-NP
-as IN B-SBAR
-you PRP B-NP
-go VBP B-VP
-along IN B-PRT
-, , O
-or CC O
-we PRP B-NP
-may MD B-VP
-wait VB I-VP
-until IN B-PP
-the DT B-NP
-end NN I-NP
-. . O
-'' '' O
-
-No DT B-NP
-lawyers NNS I-NP
-or CC I-NP
-tape NN I-NP
-recorders NNS I-NP
-were VBD B-VP
-present JJ B-ADJP
-. . O
-
-The DT B-NP
-only RB I-NP
-extra JJ I-NP
-people NNS I-NP
-were VBD B-VP
-a DT B-NP
-couple NN I-NP
-of IN B-PP
-personnel NNS B-NP
-specialists NNS I-NP
-, , O
-one CD B-NP
-of IN B-PP
-whom WP B-NP
-knew VBD B-VP
-Mr. NNP B-NP
-Stone NNP I-NP
-'s POS B-NP
-case NN I-NP
-intimately RB B-ADVP
-and CC O
-would MD B-VP
-help VB I-VP
-fill VB I-VP
-in IN B-PRT
-any DT B-NP
-facts NNS I-NP
-needed VBN B-VP
-to TO B-VP
-give VB I-VP
-the DT B-NP
-court NN I-NP
-the DT B-NP
-full JJ I-NP
-picture NN I-NP
-. . O
-
-Over IN B-PP
-a DT B-NP
-cup NN I-NP
-of IN B-PP
-coffee NN B-NP
-, , O
-Mr. NNP B-NP
-Stone NNP I-NP
-told VBD B-VP
-his PRP$ B-NP
-story NN I-NP
-. . O
-
-He PRP B-NP
-talked VBD B-VP
-about IN B-NP
-20 CD I-NP
-minutes NNS I-NP
-. . O
-
-When WRB B-ADVP
-he PRP B-NP
-was VBD B-VP
-through IN B-ADJP
-, , O
-the DT B-NP
-court NN I-NP
-members NNS I-NP
-asked VBD B-VP
-many JJ B-NP
-questions NNS I-NP
-, , O
-then RB B-ADVP
-the DT B-NP
-chairman NN I-NP
-said VBD B-VP
-they PRP B-NP
-would MD B-VP
-like VB I-VP
-to TO I-VP
-hear VB I-VP
-his PRP$ B-NP
-manager NN I-NP
-'s POS B-NP
-side NN I-NP
-and CC O
-talk VB B-VP
-to TO B-PP
-witnesses NNS B-NP
-. . O
-
-The DT B-NP
-chairman NN I-NP
-promised VBD B-VP
-Mr. NNP B-NP
-Stone NNP I-NP
-a DT B-NP
-decision NN I-NP
-within IN B-PP
-two CD B-NP
-weeks NNS I-NP
-. . O
-
-Bob NNP B-NP
-Stone NNP I-NP
-is VBZ B-VP
-a DT B-NP
-fictional JJ I-NP
-name NN I-NP
-, , O
-but CC O
-the DT B-NP
-incident NN I-NP
-described VBN B-VP
-is VBZ B-VP
-real JJ B-ADJP
-. . O
-
-It PRP B-NP
-happened VBD B-VP
-at IN B-PP
-Northrop NNP B-NP
-Corp. NNP I-NP
-in IN B-PP
-Los NNP B-NP
-Angeles NNP I-NP
-. . O
-
-The DT B-NP
-court NN I-NP
-is VBZ B-VP
-called VBN I-VP
-the DT B-NP
-Management NNP I-NP
-Appeals NNP I-NP
-Committee NNP I-NP
-, , O
-or CC O
-just RB B-NP
-`` `` I-NP
-MAC NNP I-NP
-, , O
-'' '' O
-and CC O
-it PRP B-NP
-is VBZ B-VP
-likely JJ B-ADJP
-to TO B-VP
-hear VB I-VP
-a DT B-NP
-couple NN I-NP
-of IN I-NP
-dozen NN I-NP
-cases VBZ I-NP
-a DT B-NP
-year NN I-NP
-. . O
-
-Alter VB B-VP
-some DT B-NP
-details NNS I-NP
-of IN B-PP
-this DT B-NP
-example NN I-NP
-and CC O
-it PRP B-NP
-could MD B-VP
-be VB I-VP
-taking VBG I-VP
-place NN B-NP
-today NN B-ADVP
-at IN B-PP
-Federal NNP B-NP
-Express NNP I-NP
-in IN B-PP
-Memphis NNP B-NP
-, , O
-the DT B-NP
-Defense NNP I-NP
-and CC I-NP
-Underseas NNP I-NP
-Systems NNP I-NP
-divisions NNS I-NP
-of IN B-PP
-Honeywell NNP B-NP
-in IN B-PP
-Minneapolis NNP B-NP
-, , O
-a DT B-NP
-General NNP I-NP
-Electric NNP I-NP
-plant NN I-NP
-in IN B-PP
-Columbia NNP B-NP
-, , O
-Md. NNP B-NP
-, , O
-or CC O
-a DT B-NP
-number NN I-NP
-of IN B-PP
-other JJ B-NP
-companies NNS I-NP
-. . O
-
-These DT B-NP
-firms NNS I-NP
-are VBP B-VP
-pioneers NNS B-NP
-in IN B-PP
-a DT B-NP
-significant JJ I-NP
-new JJ I-NP
-trend NN I-NP
-in IN B-PP
-the DT B-NP
-corporate JJ I-NP
-world NN I-NP
-: : O
-the DT B-NP
-rise NN I-NP
-of IN B-PP
-what WP B-NP
-I PRP B-NP
-call VBP B-VP
-corporate JJ B-NP
-due JJ I-NP
-process NN I-NP
-. . O
-
-Although IN B-SBAR
-corporate JJ B-NP
-due JJ I-NP
-process NN I-NP
-is VBZ B-VP
-practiced VBN I-VP
-today NN B-NP
-in IN B-PP
-few JJ B-NP
-companies NNS I-NP
--- : O
-perhaps RB B-ADVP
-40 CD B-NP
-to TO I-NP
-60 CD I-NP
--- : O
-it PRP B-NP
-is VBZ B-VP
-one CD B-NP
-of IN B-PP
-the DT B-NP
-fastest JJS I-NP
-developing VBG I-NP
-trends NNS I-NP
-in IN B-PP
-industry NN B-NP
-. . O
-
-In IN B-PP
-the DT B-NP
-coming VBG I-NP
-decade NN I-NP
-a DT B-NP
-majority NN I-NP
-of IN B-PP
-people-oriented JJ B-NP
-companies NNS I-NP
-are VBP B-VP
-likely JJ B-ADJP
-to TO B-VP
-adopt VB I-VP
-it PRP B-NP
-. . O
-
-Corporate JJ B-NP
-due JJ I-NP
-process NN I-NP
-appeals NNS B-VP
-to TO B-PP
-management NN B-NP
-for IN B-PP
-a DT B-NP
-variety NN I-NP
-of IN B-PP
-reasons NNS B-NP
-. . O
-
-It PRP B-NP
-reduces VBZ B-VP
-lawsuits NNS B-NP
-from IN B-PP
-disgruntled JJ B-NP
-employees NNS I-NP
-and CC I-NP
-ex-employees NNS I-NP
-, , O
-with IN B-PP
-all DT B-NP
-that WDT B-NP
-means VBZ B-VP
-for IN B-PP
-reduced VBN B-NP
-legal JJ I-NP
-costs NNS I-NP
-and CC O
-better RBR B-NP
-public JJ I-NP
-relations NNS I-NP
-. . O
-
-It PRP B-NP
-helps VBZ B-VP
-to TO I-VP
-keep VB I-VP
-out IN B-PRT
-unions NNS B-NP
-. . O
-
-It PRP B-NP
-increases VBZ B-VP
-employee NN B-NP
-commitment NN I-NP
-to TO B-PP
-the DT B-NP
-company NN I-NP
-, , O
-with IN B-PP
-all DT B-NP
-that WDT B-NP
-means VBZ B-VP
-for IN B-PP
-efficiency NN B-NP
-and CC O
-quality NN B-NP
-control NN I-NP
-. . O
-
-What WP B-NP
-must MD O
-your PRP$ B-NP
-management NN I-NP
-team NN I-NP
-do VBP B-VP
-to TO B-VP
-establish VB I-VP
-corporate JJ B-NP
-due JJ I-NP
-process NN I-NP
-? . O
-
-Here RB B-ADVP
-are VBP B-VP
-four CD B-NP
-key JJ I-NP
-steps NNS I-NP
-: : O
-
-1 CD B-LST
-. . O
-Make VB B-VP
-sure JJ B-ADJP
-you PRP B-NP
-have VBP B-VP
-a DT B-NP
-strong JJ I-NP
-personnel NNS I-NP
-department NN I-NP
-. . O
-
-It PRP B-NP
-must MD B-VP
-be VB I-VP
-able JJ B-ADJP
-to TO B-VP
-handle VB I-VP
-most RBS B-NP
-of IN B-PP
-the DT B-NP
-complaints NNS I-NP
-that WDT B-NP
-can MD B-VP
-not RB I-VP
-be VB I-VP
-solved VBN I-VP
-in IN B-PP
-the DT B-NP
-trenches NNS I-NP
-by IN B-PP
-managers NNS B-NP
-and CC O
-their PRP$ B-NP
-subordinates NNS I-NP
-, , O
-else RB B-ADVP
-the DT B-NP
-company NN I-NP
-court NN I-NP
-or CC I-NP
-adjudicators NNS I-NP
-will MD B-VP
-be VB B-VP
-inundated VBN I-VP
-with IN B-PP
-cases NNS B-NP
-. . O
-
-At IN B-PP
-Polaroid NNP B-NP
-, , O
-the DT B-NP
-Personnel NNP I-NP
-Policy NNP I-NP
-Planning NNP I-NP
-Committee NNP I-NP
-may MD B-VP
-hear VB I-VP
-only RB B-NP
-about IN I-NP
-20 CD I-NP
-cases VBZ I-NP
-a DT B-NP
-year NN I-NP
-; : O
-the DT B-NP
-rest NN I-NP
-of IN B-PP
-the DT B-NP
-many JJ I-NP
-hundreds NNS I-NP
-of IN B-PP
-complaints NNS B-NP
-are VBP B-VP
-resolved VBN I-VP
-at IN B-PP
-earlier JJR B-NP
-stages NNS I-NP
-. . O
-
-At IN B-PP
-TWA NNP B-NP
-, , O
-the DT B-NP
-System NNP I-NP
-Board NNP I-NP
-of IN B-PP
-Adjustment NNP B-NP
-hears VBZ B-VP
-50 CD B-NP
-to TO I-NP
-75 CD I-NP
-cases VBZ I-NP
-a DT B-NP
-year NN I-NP
-, , O
-only RB B-NP
-a DT I-NP
-fraction NN I-NP
-of IN B-PP
-the DT B-NP
-complaints NNS I-NP
-brought VBN B-VP
-to TO B-PP
-personnel NNS B-NP
-specialists NNS I-NP
-. . O
-
-At IN B-PP
-Citicorp NNP B-NP
-, , O
-the DT B-NP
-Problem NNP I-NP
-Review NNP I-NP
-Board NNP I-NP
-may MD B-VP
-hear VB I-VP
-only RB B-NP
-12 CD I-NP
-or CC I-NP
-so RB I-NP
-cases VBZ I-NP
-because IN B-PP
-of IN I-PP
-personnel NNS B-NP
-'s POS B-NP
-skill NN I-NP
-in IN B-PP
-complaint-resolution NN B-NP
-. . O
-
-In IN B-PP
-a DT B-NP
-typical JJ I-NP
-year NN I-NP
-, , O
-up IN B-NP
-to TO I-NP
-20 CD I-NP
-% NN I-NP
-of IN B-PP
-the DT B-NP
-work NN I-NP
-force NN I-NP
-goes VBZ B-VP
-to TO B-PP
-personnel NNS B-NP
-specialists NNS I-NP
-with IN B-PP
-complaints NNS B-NP
-of IN B-PP
-unfair JJ B-NP
-treatment NN I-NP
-. . O
-
-In IN B-PP
-a DT B-NP
-large JJ I-NP
-company NN I-NP
-that WDT B-NP
-means VBZ B-VP
-many JJ B-NP
-hundreds NNS I-NP
-of IN B-PP
-complaints NNS B-NP
-for IN B-PP
-personnel NNS B-NP
-to TO B-VP
-handle VB I-VP
-. . O
-
-2 CD B-LST
-. . O
-Formally RB B-ADVP
-or CC I-ADVP
-informally RB I-ADVP
-, , O
-train NN B-VP
-all DT B-NP
-your PRP$ I-NP
-managers NNS I-NP
-and CC I-NP
-supervisors NNS I-NP
-in IN B-PP
-the DT B-NP
-company NN I-NP
-'s POS B-NP
-due-process NN I-NP
-approach NN I-NP
-. . O
-
-See VB B-VP
-that IN B-SBAR
-they PRP B-NP
-know VBP B-VP
-company NN B-NP
-personnel NNS I-NP
-policy NN I-NP
-backwards RB B-ADVP
-and CC I-ADVP
-forwards RB I-ADVP
-, , O
-for IN O
-it PRP B-NP
-is VBZ B-VP
-the DT B-NP
-`` `` I-NP
-law NN I-NP
-'' '' O
-governing VBG B-VP
-company NN B-NP
-courts NNS I-NP
-and CC I-NP
-adjudicators NNS I-NP
-. . O
-
-Coach NNP B-VP
-them PRP B-NP
-in IN B-PP
-handling NN B-VP
-complaints NNS B-NP
-so RB B-SBAR
-that IN I-SBAR
-they PRP B-NP
-can MD B-VP
-resolve VB I-VP
-problems NNS B-NP
-immediately RB B-ADVP
-. . O
-
-In IN B-SBAR
-case NN O
-managers NNS B-NP
-and CC O
-personnel NNS B-NP
-specialists NNS I-NP
-are VBP B-VP
-unsuccessful JJ B-ADJP
-and CC O
-subordinates NNS B-NP
-take VBP B-VP
-their PRP$ B-NP
-complaints NNS I-NP
-to TO B-PP
-a DT B-NP
-company NN I-NP
-court NN I-NP
-or CC I-NP
-adjudicator NN I-NP
-, , O
-teach VB B-VP
-managers NNS B-NP
-to TO B-VP
-accept VB I-VP
-reversals NNS B-NP
-as IN B-PP
-a DT B-NP
-fact NN I-NP
-of IN B-PP
-business NN B-NP
-life NN I-NP
-, , O
-for IN O
-in IN B-PP
-a DT B-NP
-good JJ I-NP
-due-process NN I-NP
-system NN I-NP
-they PRP B-NP
-are VBP B-VP
-bound VBN I-VP
-to TO I-VP
-happen VB I-VP
-. . O
-
-In IN B-PP
-the DT B-NP
-15 CD I-NP
-companies NNS I-NP
-I PRP B-NP
-studied VBD B-VP
-, , O
-reversal NN B-NP
-rates NNS I-NP
-range VBP B-VP
-on IN B-PP
-the DT B-NP
-average NN I-NP
-from IN B-PP
-20 CD B-NP
-% NN I-NP
-to TO B-PP
-40 CD B-NP
-% NN I-NP
-. . O
-
-3 CD B-LST
-. . O
-Decide VB B-VP
-whether IN O
-you PRP B-NP
-want VBP B-VP
-a DT B-NP
-panel NN I-NP
-system NN I-NP
-or CC O
-a DT B-NP
-single JJ I-NP
-adjudicator NN I-NP
-. . O
-
-A DT B-NP
-panel NN I-NP
-system NN I-NP
-like IN B-PP
-that DT B-NP
-in NN B-PP
-the DT B-NP
-Bob NNP I-NP
-Stone NNP I-NP
-example NN I-NP
-enjoys VBZ B-VP
-such JJ B-NP
-advantages NNS I-NP
-as IN B-PP
-high JJ B-NP
-credibility NN I-NP
-and CC O
-, , O
-for IN B-PP
-the DT B-NP
-panelists NNS I-NP
-, , O
-mutual JJ B-NP
-support NN I-NP
-. . O
-
-An DT B-NP
-adjudicator NN I-NP
-system NN I-NP
--- : O
-that DT B-INTJ
-is VBZ I-INTJ
-, , O
-an DT B-NP
-investigator NN I-NP
-who WP B-NP
-acts VBZ B-VP
-first JJ B-ADVP
-as IN B-PP
-a DT B-NP
-fact-finder NN I-NP
-and CC O
-then RB O
-switches VBZ B-VP
-hats NNS B-NP
-and CC O
-arbitrates VBZ B-VP
-the DT B-NP
-facts NNS I-NP
--- : O
-has VBZ B-VP
-such JJ B-NP
-advantages NNS I-NP
-as IN B-PP
-speed NN B-NP
-, , O
-flexibility NN B-NP
-and CC O
-maximum JJ B-NP
-privacy NN I-NP
-. . O
-
-International NNP B-NP
-Business NNP I-NP
-Machines NNPS I-NP
-and CC O
-Bank NNP B-NP
-of IN B-PP
-America NNP B-NP
-are VBP B-VP
-among IN B-PP
-the DT B-NP
-companies NNS I-NP
-using VBG B-VP
-the DT B-NP
-single-adjudicator JJ I-NP
-approach NN I-NP
-. . O
-
-4 CD B-LST
-. . O
-Make VB B-VP
-your PRP$ B-NP
-due-process NN I-NP
-system NN I-NP
-visible JJ B-ADJP
-. . O
-
-It PRP B-NP
-wo MD B-VP
-n't RB I-VP
-do VB I-VP
-any DT B-NP
-good NN I-NP
-for IN B-PP
-anybody NN B-NP
-unless IN B-SBAR
-employees NNS B-NP
-know VBP B-VP
-about IN B-PP
-it PRP B-NP
-. . O
-
-Most JJS B-NP
-managements NNS I-NP
-hesitate VBP B-VP
-to TO I-VP
-go VB I-VP
-all DT B-ADVP
-out NN I-ADVP
-in IN B-PP
-advertising VBG B-VP
-their PRP$ B-NP
-due-process NN I-NP
-systems NNS I-NP
-for IN B-PP
-fear NN B-NP
-of IN B-PP
-encouraging VBG B-VP
-cranks NNS B-NP
-and CC O
-chronic JJ B-NP
-soreheads NNS I-NP
-to TO B-VP
-file VB I-VP
-complaints NNS B-NP
-. . O
-
-On IN B-PP
-the DT B-NP
-other JJ I-NP
-hand NN I-NP
-, , O
-they PRP B-NP
-make VBP B-VP
-sure JJ B-ADJP
-at IN B-PP
-a DT B-NP
-minimum NN I-NP
-that IN B-SBAR
-their PRP$ B-NP
-systems NNS I-NP
-are VBP B-VP
-described VBN I-VP
-in IN B-PP
-their PRP$ B-NP
-employee NN I-NP
-handbooks NNS I-NP
-and CC O
-talked VBD B-VP
-up IN B-PRT
-by IN B-PP
-personnel NNS B-NP
-specialists NNS I-NP
-. . O
-
-Smith-Kline NNP B-NP
-Beecham NNP I-NP
-goes VBZ B-VP
-further JJ B-ADVP
-and CC O
-sometimes RB B-VP
-features VBZ I-VP
-its PRP$ B-NP
-grievance NN I-NP
-procedure NN I-NP
-in IN B-PP
-closed-circuit JJ B-NP
-TV NN I-NP
-programs NNS I-NP
-. . O
-
-Naturally RB B-ADVP
-, , O
-one CD B-NP
-of IN B-PP
-the DT B-NP
-best JJS I-NP
-ways NNS I-NP
-to TO B-VP
-guarantee VB I-VP
-visibility NN B-NP
-for IN B-PP
-your PRP$ B-NP
-due-process NN I-NP
-system NN I-NP
-is VBZ B-VP
-for IN B-SBAR
-top JJ B-NP
-management NN I-NP
-to TO B-VP
-support VB I-VP
-it PRP B-NP
-. . O
-
-At IN B-PP
-IBM NNP B-NP
-, , O
-the DT B-NP
-company NN I-NP
-'s POS B-NP
-Open NNP I-NP
-Door NNP I-NP
-system NN I-NP
-is VBZ B-VP
-sometimes RB B-ADVP
-the DT B-NP
-subject NN I-NP
-of IN B-PP
-memorandums NNS B-NP
-from IN B-PP
-the DT B-NP
-chief JJ I-NP
-executive NN I-NP
-. . O
-
-Federal NNP B-NP
-Express NNP I-NP
-goes VBZ B-VP
-further JJ B-ADVP
-in IN B-PP
-this DT B-NP
-respect NN I-NP
-than IN B-PP
-any DT B-NP
-company NN I-NP
-I PRP B-NP
-know VBP B-VP
-of IN B-PP
-with IN B-PP
-both DT B-NP
-Frederick NNP B-NP
-Smith NNP I-NP
-and CC O
-James NNP B-NP
-Barksdale NNP I-NP
-, , O
-chief JJ B-NP
-executive NN I-NP
-and CC O
-chief JJ B-NP
-operating VBG I-NP
-officer NN I-NP
-, , O
-respectively RB B-ADVP
-, , O
-sitting VBG B-VP
-in IN B-PRT
-on IN B-PP
-the DT B-NP
-Appeals NNP I-NP
-Board NNP I-NP
-almost RB B-NP
-every DT I-NP
-Tuesday NNP I-NP
-to TO B-VP
-decide VB I-VP
-cases NNS B-NP
-. . O
-
-Mr. NNP B-NP
-Ewing NNP I-NP
-is VBZ B-VP
-a DT B-NP
-consultant NN I-NP
-based VBN B-VP
-in IN B-PP
-Winchester NNP B-NP
-, , O
-Mass. NNP B-NP
-, , O
-and CC O
-author NN B-NP
-of IN B-PP
-`` `` O
-Justice NNP B-NP
-on IN B-PP
-the DT B-NP
-Job NNP I-NP
-: : O
-Resolving NNP B-VP
-Grievances NNP B-NP
-in IN B-PP
-the DT B-NP
-Nonunion NNP I-NP
-Workplace NN I-NP
-'' '' O
--LRB- ( O
-Harvard NNP B-NP
-Business NNP I-NP
-School NNP I-NP
-Press NNP I-NP
-, , O
-1989 CD B-NP
--RRB- ) O
-. . O
-
-Tokyo NNP B-NP
-stocks NNS I-NP
-closed VBD B-VP
-higher JJR B-ADVP
-in IN B-PP
-active JJ B-NP
-trading NN I-NP
-Friday NNP B-NP
-, , O
-marking VBG B-VP
-the DT B-NP
-fourth JJ I-NP
-consecutive JJ I-NP
-daily JJ I-NP
-gain NN I-NP
-since IN B-PP
-Monday NNP B-NP
-'s POS B-NP
-sharp JJ I-NP
-fall NN I-NP
-. . O
-
-London JJ B-NP
-shares NNS I-NP
-closed VBD B-VP
-moderately RB B-ADVP
-lower JJR I-ADVP
-in IN B-PP
-thin JJ B-NP
-trading NN I-NP
-. . O
-
-At IN B-PP
-Tokyo NNP B-NP
-, , O
-the DT B-NP
-Nikkei NNP I-NP
-index NN I-NP
-of IN B-PP
-225 CD B-NP
-selected VBN I-NP
-issues NNS I-NP
-was VBD B-VP
-up IN B-ADVP
-112.16 CD B-NP
-points NNS I-NP
-to TO B-PP
-35486.38 CD B-NP
-. . O
-
-The DT B-NP
-index NN I-NP
-advanced VBD B-VP
-266.66 CD B-NP
-points NNS I-NP
-Thursday NNP B-NP
-. . O
-
-In IN B-PP
-early JJ B-NP
-trading NN I-NP
-in IN B-PP
-Tokyo NNP B-NP
-Monday NNP B-NP
-, , O
-the DT B-NP
-Nikkei NNP I-NP
-index NN I-NP
-rose VBD B-VP
-101.98 CD B-NP
-points NNS I-NP
-to TO B-PP
-35588.36 CD B-NP
-. . O
-
-Friday NNP B-NP
-'s POS B-NP
-volume NN I-NP
-on IN B-PP
-the DT B-NP
-First NNP I-NP
-Section NN I-NP
-was VBD B-VP
-estimated VBN I-VP
-at IN B-PP
-one CD B-NP
-billion CD I-NP
-shares NNS I-NP
-, , O
-up IN B-ADVP
-from IN B-PP
-862 CD B-NP
-million CD I-NP
-Thursday NNP B-NP
-. . O
-
-Winners NNS B-NP
-outpaced VBD B-VP
-losers NNS B-NP
-, , O
-572 CD B-ADVP
-to TO I-ADVP
-368 CD I-ADVP
-, , O
-while IN B-SBAR
-181 CD B-NP
-issues NNS I-NP
-remained VBD B-VP
-unchanged JJ B-ADJP
-. . O
-
-With IN B-SBAR
-investors NNS B-NP
-relieved VBN B-ADJP
-at IN B-PP
-the DT B-NP
-overnight JJ I-NP
-gain NN I-NP
-in IN B-PP
-New NNP B-NP
-York NNP I-NP
-stocks NNS I-NP
-, , O
-small-lot JJ B-NP
-buying NN I-NP
-orders NNS I-NP
-streamed VBD B-VP
-into IN B-PP
-the DT B-NP
-market NN I-NP
-from IN B-PP
-early JJ B-NP
-morning NN I-NP
-, , O
-making VBG B-VP
-traders NNS B-NP
-believe VBP B-VP
-the DT B-NP
-market NN I-NP
-was VBD B-VP
-back RB B-ADVP
-to TO B-PP
-normal JJ B-NP
-. . O
-
-The DT B-NP
-Nikkei NNP I-NP
-, , O
-which WDT B-NP
-reached VBD B-VP
-as RB B-ADJP
-high JJ I-ADJP
-as IN B-PP
-35611.38 CD B-NP
-right NN B-ADVP
-after IN B-PP
-the DT B-NP
-opening NN I-NP
-, , O
-surrendered VBD B-VP
-part NN B-NP
-of IN B-PP
-its PRP$ B-NP
-early JJ I-NP
-advance NN I-NP
-toward IN B-PP
-the DT B-NP
-end NN I-NP
-of IN B-PP
-the DT B-NP
-day NN I-NP
-because IN B-PP
-of IN I-PP
-profit-taking NN B-NP
-. . O
-
-`` `` O
-Investors NNS B-NP
-, , B-NP
-especially RB I-NP
-dealers NNS B-NP
-, , O
-do VBP B-VP
-n't RB I-VP
-want VB I-VP
-to TO I-VP
-hold VB I-VP
-a DT B-NP
-position NN I-NP
-over IN B-PP
-the DT B-NP
-weekend NN I-NP
-, , O
-'' '' O
-a DT B-NP
-trader NN I-NP
-at IN B-PP
-Dai-ichi NNP B-NP
-Securities NNP I-NP
-said VBD B-VP
-, , O
-adding VBG B-VP
-, , O
-though RB B-ADVP
-, , O
-that IN B-SBAR
-the DT B-NP
-trading NN I-NP
-mood NN I-NP
-remained VBD B-VP
-positive JJ B-ADJP
-through IN B-PP
-the DT B-NP
-afternoon NN I-NP
-session NN I-NP
-. . O
-
-The DT B-NP
-Tokyo NNP I-NP
-Stock NNP I-NP
-Price NNP I-NP
-Index NNP I-NP
--LRB- ( O
-Topix NNP B-NP
--RRB- ) O
-of IN B-PP
-all DT B-NP
-issues NNS I-NP
-listed VBN B-VP
-in IN B-PP
-the DT B-NP
-First NNP I-NP
-Section NN I-NP
-, , O
-which WDT B-NP
-gained VBD B-VP
-22.78 CD B-NP
-points NNS I-NP
-Thursday NNP B-NP
-, , O
-was VBD B-VP
-up IN B-ADVP
-14.06 CD B-NP
-points NNS I-NP
-, , O
-or CC O
-0.53 CD B-NP
-% NN I-NP
-, , O
-at IN B-PP
-2679.72 CD B-NP
-. . O
-
-The DT B-NP
-Second JJ I-NP
-Section NN I-NP
-index NN I-NP
-, , O
-which WDT B-NP
-rose VBD B-VP
-15.72 CD B-NP
-points NNS I-NP
-Thursday NNP B-NP
-, , O
-was VBD B-VP
-up IN B-ADVP
-11.88 CD B-NP
-points NNS I-NP
-, , O
-or CC O
-0.32 CD B-NP
-% NN I-NP
-, , O
-to TO B-VP
-close VB I-VP
-at IN B-PP
-3717.46 CD B-NP
-. . O
-
-Volume NN B-NP
-in IN B-PP
-the DT B-NP
-second JJ I-NP
-section NN I-NP
-was VBD B-VP
-estimated VBN I-VP
-at IN B-PP
-30 CD B-NP
-million CD I-NP
-shares NNS I-NP
-, , O
-up IN B-ADVP
-from IN B-PP
-28 CD B-NP
-million CD I-NP
-Thursday NNP B-NP
-. . O
-
-In IN B-PP
-turmoil NN B-NP
-caused VBN B-VP
-by IN B-PP
-the DT O
-previous JJ B-NP
-Friday NNP I-NP
-'s POS B-NP
-plunge NN I-NP
-in IN B-PP
-New NNP B-NP
-York NNP I-NP
-stocks NNS I-NP
-, , O
-the DT B-NP
-Nikkei NNP I-NP
-marked VBD B-VP
-a DT B-NP
-sharp JJ I-NP
-647.33-point JJ I-NP
-fall NN I-NP
-Monday NNP B-NP
-. . O
-
-But CC O
-the DT B-NP
-Nikkei NNP I-NP
-fell VBD B-VP
-an DT B-NP
-overall JJ I-NP
-1.8 CD I-NP
-% NN I-NP
-in IN B-PP
-value NN B-NP
-that DT B-NP
-day NN I-NP
-compared VBN B-PP
-with IN B-PP
-Wall NNP B-NP
-Street NNP I-NP
-'s POS I-NP
-far RB B-ADJP
-sharper JJR I-ADJP
-6.9 CD B-ADJP
-% NN I-ADJP
-drop NN B-NP
-on IN B-PP
-Oct. NNP B-NP
-13 CD I-NP
-. . O
-
-The DT B-NP
-Tokyo NNP I-NP
-market NN I-NP
-'s POS B-NP
-resiliency NN I-NP
-helped VBD B-VP
-participants NNS B-NP
-to TO B-VP
-regain VB I-VP
-confidence NN B-NP
-gradually RB B-ADVP
-as IN B-SBAR
-they PRP B-NP
-spent VBD B-VP
-more JJR B-NP
-time NN I-NP
-on IN B-PP
-analyzing VBG B-VP
-factors NNS B-NP
-that WDT B-NP
-caused VBD B-VP
-the DT B-NP
-Friday NNP I-NP
-plunge NN I-NP
-and CC O
-realized VBD B-VP
-these DT B-NP
-problems NNS I-NP
-were VBD B-VP
-unique JJ B-ADJP
-to TO B-PP
-New NNP B-NP
-York NNP I-NP
-stocks NNS I-NP
-and CC B-ADJP
-not RB I-ADJP
-directly RB B-ADJP
-related VBN I-ADJP
-to TO B-PP
-Tokyo NNP B-NP
-. . O
-
-The DT B-NP
-Nikkei NNP I-NP
-continued VBD B-VP
-to TO I-VP
-gain VB I-VP
-for IN B-PP
-the DT B-NP
-rest NN I-NP
-of IN B-PP
-the DT B-NP
-week NN I-NP
-, , O
-adding VBG B-VP
-1017.69 CD B-NP
-points NNS I-NP
-in IN B-PP
-four CD B-NP
-days NNS I-NP
--- : O
-more JJR B-VP
-than IN I-VP
-erasing VBG I-VP
-Monday NNP B-NP
-'s POS B-NP
-losses NNS I-NP
-. . O
-
-But CC O
-further JJ B-NP
-major JJ I-NP
-advances NNS I-NP
-on IN B-PP
-the DT B-NP
-Nikkei NNP I-NP
-are VBP B-VP
-n't RB I-VP
-foreseen VBN I-VP
-this DT B-NP
-week NN I-NP
-by IN B-PP
-market NN B-NP
-observers NNS I-NP
-. . O
-
-Investors NNS B-NP
-are VBP B-VP
-still RB I-VP
-waiting VBG I-VP
-to TO I-VP
-see VB I-VP
-how WRB B-ADVP
-the DT B-NP
-U.S. NNP I-NP
-government NN I-NP
-will MD B-VP
-decide VB I-VP
-on IN B-PP
-interest NN B-NP
-rates NNS I-NP
-and CC O
-how WRB B-ADVP
-the DT B-NP
-dollar NN I-NP
-will MD B-VP
-be VB I-VP
-stabilized VBN I-VP
-. . O
-
-Some DT B-NP
-high-priced JJ I-NP
-issues NNS I-NP
-made VBD B-VP
-a DT B-NP
-comeback NN I-NP
-Friday NNP B-NP
-. . O
-
-Pioneer NNP B-NP
-surged VBD B-VP
-450 CD B-NP
-yen NN I-NP
--LRB- ( O
-$ $ B-NP
-3.16 CD I-NP
--RRB- ) O
-to TO B-PP
-6,050 CD B-NP
-yen NN I-NP
--LRB- ( O
-$ $ B-NP
-42.60 CD I-NP
--RRB- ) O
-. . O
-
-Kyocera NNP B-NP
-advanced VBD B-VP
-80 CD B-NP
-yen NN I-NP
-to TO B-PP
-5,440 CD B-NP
-. . O
-
-Fanuc NNP B-NP
-gained VBD B-VP
-100 CD B-NP
-to TO B-PP
-7,580 CD B-NP
-. . O
-
-Breweries NNP B-NP
-attracted VBD B-VP
-investors NNS B-NP
-because IN B-PP
-of IN I-PP
-their PRP$ B-NP
-land NN I-NP
-property NN I-NP
-holdings NNS I-NP
-that WDT B-NP
-could MD B-VP
-figure VB I-VP
-in IN B-PP
-development NN B-NP
-or CC O
-other JJ B-NP
-plans NNS I-NP
-, , O
-traders NNS B-NP
-said VBD B-VP
-. . O
-
-Sapporo NNP B-NP
-gained VBD B-VP
-80 CD B-NP
-to TO B-PP
-1,920 CD B-NP
-and CC O
-Kirin NNP B-NP
-added VBD B-VP
-60 CD B-NP
-to TO B-PP
-2,070 CD B-NP
-. . O
-
-Housings NNS B-NP
-, , I-NP
-constructions NNS I-NP
-and CC I-NP
-pharmaceuticals NNS I-NP
-continued VBD B-VP
-to TO I-VP
-be VB I-VP
-bought VBN I-VP
-following VBG B-PP
-Thursday NNP B-NP
-'s POS B-NP
-gains NNS I-NP
-because IN B-PP
-of IN I-PP
-strong JJ B-NP
-earnings NNS I-NP
-outlooks NNS I-NP
-. . O
-
-Daiwa NNP B-NP
-House NNP I-NP
-gained VBD B-VP
-50 CD B-NP
-to TO B-PP
-2,660 CD B-NP
-. . O
-
-Misawa NNP B-NP
-Homes NNP I-NP
-was VBD B-VP
-up IN B-ADVP
-20 CD B-NP
-at IN B-PP
-2,960 CD B-NP
-. . O
-
-Kajima NNP B-NP
-advanced VBD B-VP
-40 CD B-NP
-to TO B-PP
-2,120 CD B-NP
-and CC O
-Ohbayashi NNP B-NP
-added VBD B-VP
-50 CD B-NP
-to TO B-PP
-1,730 CD B-NP
-. . O
-
-Fujisawa NNP B-NP
-added VBD B-VP
-80 CD B-NP
-to TO B-PP
-2,010 CD B-NP
-and CC O
-Mochida NNP B-NP
-advanced VBD B-VP
-230 CD B-NP
-to TO B-PP
-4,400 CD B-NP
-. . O
-
-London JJ B-NP
-share NN I-NP
-prices NNS I-NP
-were VBD B-VP
-influenced VBN I-VP
-largely RB B-ADVP
-by IN B-PP
-declines NNS B-NP
-on IN B-PP
-Wall NNP B-NP
-Street NNP I-NP
-and CC O
-weakness NN B-NP
-in IN B-PP
-the DT B-NP
-British JJ I-NP
-pound NN I-NP
-. . O
-
-The DT B-NP
-key JJ I-NP
-Financial NNP I-NP
-Times-Stock NNP I-NP
-Exchange NNP I-NP
-100-share JJ I-NP
-index NN I-NP
-ended VBD B-VP
-10.2 CD B-NP
-points NNS I-NP
-lower JJR B-ADVP
-at IN B-PP
-2179.1 CD B-NP
-, , O
-above IN B-ADVP
-its PRP$ B-NP
-intraday JJ I-NP
-low NN I-NP
-of IN B-PP
-2176.9 CD B-NP
-, , B-ADVP
-but CC I-ADVP
-off IN B-ADVP
-the DT B-NP
-day NN I-NP
-'s POS I-NP
-high NN B-NP
-of IN B-PP
-2189 CD B-NP
-. . O
-
-The DT B-NP
-index NN I-NP
-finished VBD B-VP
-2.4 CD B-NP
-% NN I-NP
-under IN B-PP
-its PRP$ B-NP
-close NN I-NP
-of IN B-PP
-2233.9 CD B-NP
-the DT B-NP
-previous JJ I-NP
-Friday NNP I-NP
-, , O
-although IN B-SBAR
-it PRP B-NP
-recouped VBD B-VP
-some DT B-NP
-of IN B-PP
-the DT B-NP
-sharp JJ I-NP
-losses NNS I-NP
-staged VBD B-VP
-early JJ B-NP
-last JJ I-NP
-week NN I-NP
-on IN B-PP
-the DT B-NP
-back RB I-NP
-of IN B-PP
-Wall NNP B-NP
-Street NNP I-NP
-'s POS B-NP
-fall NN I-NP
-. . O
-
-London NNP B-NP
-was VBD B-VP
-weak JJ B-ADJP
-throughout IN B-PP
-Friday NNP B-NP
-'s POS B-NP
-trading NN I-NP
-, , O
-however RB B-ADVP
-, , O
-on IN B-PP
-what WP B-NP
-dealers NNS B-NP
-attributed VBD B-VP
-to TO B-PP
-generally RB B-NP
-thin JJ I-NP
-interest NN I-NP
-ahead RB B-ADVP
-of IN B-PP
-the DT B-NP
-weekend NN I-NP
-and CC O
-this DT B-NP
-week NN I-NP
-'s POS I-NP
-potentially RB B-ADJP
-important JJ I-ADJP
-U.K. NNP B-NP
-trade NN I-NP
-figures NNS I-NP
-for IN B-PP
-September NNP B-NP
-. . O
-
-The DT B-NP
-FT-SE NNP I-NP
-100 CD I-NP
-largely RB B-ADVP
-remained VBD B-VP
-within IN B-PP
-an DT B-NP
-11-point JJ I-NP
-range NN I-NP
-establshed VBN B-VP
-within IN B-PP
-the DT B-NP
-first JJ I-NP
-hour NN I-NP
-of IN B-PP
-trading NN B-NP
-before IN B-PP
-it PRP B-NP
-eased VBD B-VP
-to TO B-PP
-an DT B-NP
-intraday JJ I-NP
-low JJ I-NP
-late RB B-ADVP
-in IN B-PP
-the DT B-NP
-session NN I-NP
-when WRB B-ADVP
-a DT B-NP
-flurry NN I-NP
-of IN B-PP
-program NN B-NP
-selling VBG I-NP
-pushed VBN B-VP
-Wall NNP B-NP
-Street NNP I-NP
-lower JJR B-ADVP
-. . O
-
-The DT B-NP
-FT NNP I-NP
-30-share JJ I-NP
-index NN I-NP
-closed VBD B-VP
-11.0 CD B-NP
-points NNS I-NP
-lower JJR B-ADVP
-at IN B-PP
-1761.0 CD B-NP
-. . O
-
-Volume NN B-NP
-was VBD B-VP
-extremely RB B-ADJP
-thin JJ I-ADJP
-at IN B-PP
-351.3 CD B-NP
-million CD I-NP
-shares NNS I-NP
-, , O
-the DT B-NP
-lightest JJS I-NP
-volume NN I-NP
-of IN B-PP
-the DT B-NP
-week NN I-NP
-and CC O
-modestly RB B-ADVP
-under IN B-PP
-Thursday NNP B-NP
-'s POS B-NP
-387.4 CD I-NP
-million CD I-NP
-shares NNS I-NP
-. . O
-
-Dealers NNS B-NP
-said VBD B-VP
-the DT B-NP
-day NN I-NP
-'s POS B-NP
-action NN I-NP
-was VBD B-VP
-featureless JJ B-ADJP
-outside IN B-PP
-some DT B-NP
-response NN I-NP
-to TO B-PP
-sterling NN B-NP
-'s POS B-NP
-early JJ I-NP
-weakness NN I-NP
-against IN B-PP
-the DT B-NP
-mark NN I-NP
-, , O
-and CC O
-fears NNS B-NP
-that IN B-SBAR
-Wall NNP B-NP
-Street NNP I-NP
-might MD B-VP
-open RB I-VP
-lower JJR B-ADVP
-after IN B-PP
-its PRP$ B-NP
-strong JJ I-NP
-leap NN I-NP
-forward RB B-ADVP
-Thursday NNP B-NP
-. . O
-
-They PRP B-NP
-added VBD B-VP
-that IN B-SBAR
-market-makers NNS B-NP
-were VBD B-VP
-largely RB I-VP
-sidelined VBN I-VP
-after IN B-PP
-aggressively RB B-VP
-supporting VBG I-VP
-the DT B-NP
-market NN I-NP
-Thursday NNP B-NP
-in IN B-PP
-their PRP$ B-NP
-quest NN I-NP
-to TO B-VP
-cover VB I-VP
-internal JJ B-NP
-shortages NNS I-NP
-of IN B-PP
-FT-SE NNP B-NP
-100 CD I-NP
-shares NNS I-NP
-. . O
-
-Interest NN B-NP
-may MD B-VP
-remain VB I-VP
-limited JJ B-ADJP
-into IN B-PP
-tomorrow NN B-NP
-'s POS B-NP
-U.K. NNP I-NP
-trade NN I-NP
-figures NNS I-NP
-, , O
-which WDT B-NP
-the DT B-NP
-market NN I-NP
-will MD B-VP
-be VB I-VP
-watching VBG I-VP
-closely RB B-ADVP
-to TO B-VP
-see VB I-VP
-if IN B-SBAR
-there EX B-NP
-is VBZ B-VP
-any DT B-NP
-improvement NN I-NP
-after IN B-PP
-disappointing JJ B-NP
-numbers NNS I-NP
-in IN B-PP
-the DT B-NP
-previous JJ I-NP
-two CD I-NP
-months NNS I-NP
-. . O
-
-The DT B-NP
-key JJ I-NP
-corporate JJ I-NP
-news NN I-NP
-of IN B-PP
-the DT B-NP
-day NN I-NP
-was VBD B-VP
-that IN B-SBAR
-British JJ B-NP
-Airways NNPS I-NP
-decided VBD B-VP
-to TO I-VP
-withdraw VB I-VP
-from IN B-PP
-a DT B-NP
-management-led JJ I-NP
-bid NN I-NP
-for IN B-PP
-UAL NNP B-NP
-Corp. NNP I-NP
-, , O
-the DT B-NP
-parent NN I-NP
-of IN B-PP
-United NNP B-NP
-Airlines NNPS I-NP
-. . O
-
-British JJ B-NP
-Airways NNPS I-NP
-rose VBD B-VP
-initially RB B-ADVP
-after IN B-PP
-announcing VBG B-VP
-its PRP$ B-NP
-withdrawal NN I-NP
-from IN B-PP
-the DT B-NP
-UAL NNP I-NP
-deal NN I-NP
-. . O
-
-Dealers NNS B-NP
-said VBD B-VP
-they PRP B-NP
-viewed VBD B-VP
-the DT O
-initial JJ O
-# # O
-390-million CD O
--LRB- ( O
-$ $ B-ADJP
-622 CD O
-million CD O
--RRB- ) O
-outlay NN B-NP
-for IN B-PP
-a DT B-NP
-15 CD I-NP
-% NN I-NP
-stake NN I-NP
-in IN B-PP
-the DT B-NP
-airline NN I-NP
-as IN B-PP
-a DT B-NP
-bit NN I-NP
-much JJ I-NP
-. . O
-
-Its PRP$ B-NP
-shares NNS I-NP
-slid VBD B-VP
-in IN B-PP
-late JJ B-NP
-dealings NNS I-NP
-to TO B-VP
-close VB I-VP
-a DT B-NP
-penny NN I-NP
-per IN B-PP
-share NN B-NP
-lower JJR B-ADVP
-at IN B-PP
-197 CD B-NP
-pence NN I-NP
-. . O
-
-The DT B-NP
-airline NN I-NP
-was VBD B-VP
-the DT B-NP
-most RBS I-NP
-active JJ I-NP
-FT-SE NNP I-NP
-100 CD I-NP
-at IN B-PP
-8.2 CD B-NP
-million CD I-NP
-shares NNS I-NP
-traded VBN B-VP
-. . O
-
-The DT B-NP
-next JJ I-NP
-most RBS I-NP
-active JJ I-NP
-top-tier JJ I-NP
-stock NN I-NP
-was VBD B-VP
-B.A.T NNP B-NP
-Industries NNPS I-NP
-, , O
-the DT B-NP
-target NN I-NP
-of IN B-PP
-Sir NNP B-NP
-James NNP I-NP
-Goldsmith NNP I-NP
-'s POS B-NP
-# # B-ADJP
-13.4 CD O
-billion CD O
-bid NN B-NP
-. . O
-
-The DT B-NP
-company NN I-NP
-gained VBD B-VP
-shareholder NN B-NP
-approval NN I-NP
-Thursday NNP B-NP
-to TO B-VP
-restructure VB I-VP
-in IN B-PP
-a DT B-NP
-bid NN I-NP
-to TO B-VP
-fend VB I-VP
-off IN B-PRT
-the DT B-NP
-hostile JJ I-NP
-takeover NN I-NP
-. . O
-
-Sir NNP B-NP
-James NNP I-NP
-said VBD B-VP
-Thursday NNP B-NP
-night NN I-NP
-that IN B-SBAR
-his PRP$ B-NP
-plans NNS I-NP
-for IN B-PP
-the DT B-NP
-takeover NN I-NP
-had VBD B-VP
-n't RB I-VP
-changed VBN I-VP
-. . O
-
-B.A.T NNP B-NP
-ended VBD B-VP
-the DT B-NP
-day NN I-NP
-at IN B-PP
-778 CD B-NP
-, , O
-down JJ B-ADVP
-5 NN B-NP
-, , O
-on IN B-PP
-turnover NN B-NP
-of IN B-PP
-7.5 CD B-NP
-million CD I-NP
-shares NNS I-NP
-. . O
-
-Dealers NNS B-NP
-said VBD B-VP
-it PRP B-NP
-was VBD B-VP
-hit VBN I-VP
-by IN B-PP
-some DT B-NP
-profit-taking NN I-NP
-after IN B-PP
-gains NNS B-NP
-since IN B-PP
-mid-week NN B-NP
-. . O
-
-In IN B-PP
-other JJ B-NP
-active JJ I-NP
-shares NNS I-NP
-, , O
-Trusthouse NNP B-NP
-Forte NNP I-NP
-shed VB B-VP
-10 CD B-NP
-to TO B-PP
-294 CD B-NP
-on IN B-PP
-volume NN B-NP
-of IN B-PP
-6.4 CD B-NP
-million CD I-NP
-shares NNS I-NP
-after IN B-PP
-a DT B-NP
-Barclays NNP I-NP
-De NNP I-NP
-Zoete NNP I-NP
-Wedd NNP I-NP
-downgrading NN I-NP
-, , O
-while IN B-SBAR
-Hillsdown NNP B-NP
-Holdings NNP I-NP
-, , O
-a DT B-NP
-food NN I-NP
-products NNS I-NP
-concern VBP I-NP
-, , O
-was VBD B-VP
-boosted VBN I-VP
-2 CD B-NP
-to TO B-PP
-271 CD B-NP
-after IN O
-it PRP B-NP
-disclosed VBD B-VP
-it PRP B-NP
-would MD B-VP
-seek VB I-VP
-shareholder NN B-NP
-approval NN I-NP
-to TO B-VP
-begin VB I-VP
-share NN B-NP
-repurchases NNS I-NP
-. . O
-
-Elsewhere RB B-ADVP
-in IN B-PP
-Europe NNP B-NP
-, , O
-share NN B-NP
-prices NNS I-NP
-closed VBD B-VP
-higher JJR B-ADVP
-in IN B-PP
-Stockholm NNP B-NP
-, , I-NP
-Brussels NNP I-NP
-and CC I-NP
-Milan NNP I-NP
-. . O
-
-Prices NNS B-NP
-were VBD B-VP
-lower JJR B-ADJP
-in IN B-PP
-Frankfurt NNP B-NP
-, , I-NP
-Zurich NNP I-NP
-, , I-NP
-Paris NNP I-NP
-and CC I-NP
-Amsterdam NNP I-NP
-. . O
-
-South JJ B-NP
-African JJ I-NP
-gold NN I-NP
-stocks NNS I-NP
-closed VBD B-VP
-moderately RB B-ADVP
-lower JJR I-ADVP
-. . O
-
-Share NN B-NP
-prices NNS I-NP
-closed VBD B-VP
-higher JJR B-ADVP
-in IN B-PP
-Sydney NNP B-NP
-, , O
-Taipei NNP B-NP
-, , O
-Wellington NNP B-NP
-, , O
-Manila NNP B-NP
-, , O
-Hong NNP B-NP
-Kong NNP I-NP
-and CC O
-Singapore NNP B-NP
-and CC O
-were VBD B-VP
-lower JJR B-ADJP
-in IN B-PP
-Seoul NNP B-NP
-. . O
-
-Here RB B-ADVP
-are VBP B-VP
-price NN B-NP
-trends NNS I-NP
-on IN B-PP
-the DT B-NP
-world NN I-NP
-'s POS B-NP
-major JJ I-NP
-stock NN I-NP
-markets NNS I-NP
-, , O
-as IN B-SBAR
-calculated VBN B-VP
-by IN B-PP
-Morgan NNP B-NP
-Stanley NNP I-NP
-Capital NNP I-NP
-International NNP I-NP
-Perspective NNP I-NP
-, , O
-Geneva NNP B-NP
-. . O
-
-To TO B-VP
-make VB I-VP
-them PRP B-NP
-directly RB B-ADJP
-comparable JJ I-ADJP
-, , O
-each DT B-NP
-index NN I-NP
-is VBZ B-VP
-based VBN I-VP
-on IN B-PP
-the DT B-NP
-close NN I-NP
-of IN B-PP
-1969 CD B-NP
-equaling VBG B-VP
-100 CD B-NP
-. . O
-
-The DT B-NP
-percentage NN I-NP
-change NN I-NP
-is VBZ B-VP
-since IN B-PP
-year-end NN B-NP
-. . O
-
-The DT B-NP
-U.S. NNP I-NP
-is VBZ B-VP
-required VBN I-VP
-to TO I-VP
-notify VB I-VP
-foreign JJ B-NP
-dictators NNS I-NP
-if IN B-SBAR
-it PRP B-NP
-knows VBZ B-VP
-of IN B-PP
-coup NN B-NP
-plans NNS I-NP
-likely JJ B-ADJP
-to TO B-VP
-endanger VB I-VP
-their PRP$ B-NP
-lives NNS I-NP
-, , O
-government NN B-NP
-officials NNS I-NP
-said VBD B-VP
-. . O
-
-The DT B-NP
-notification NN I-NP
-policy NN I-NP
-was VBD B-VP
-part NN B-NP
-of IN B-PP
-a DT B-NP
-set NN I-NP
-of IN B-PP
-guidelines NNS B-NP
-on IN B-PP
-handling NN B-VP
-coups NNS B-NP
-outlined VBN B-VP
-in IN B-PP
-a DT B-NP
-secret JJ I-NP
-1988 CD I-NP
-exchange NN I-NP
-of IN B-PP
-letters NNS B-NP
-between IN B-PP
-the DT B-NP
-Reagan NNP I-NP
-administration NN I-NP
-and CC O
-the DT B-NP
-Senate NNP I-NP
-Intelligence NNP I-NP
-Committee NNP I-NP
-. . O
-
-The DT B-NP
-existence NN I-NP
-of IN B-PP
-the DT B-NP
-guidelines NNS I-NP
-has VBZ B-VP
-become VBN I-VP
-known VBN I-VP
-since IN B-SBAR
-President NNP B-NP
-Bush NNP I-NP
-disclosed VBD B-VP
-them PRP B-NP
-privately RB B-ADVP
-to TO B-PP
-seven CD B-NP
-Republican NNP I-NP
-senators NNS I-NP
-at IN B-PP
-a DT B-NP
-White NNP I-NP
-House NNP I-NP
-meeting NN I-NP
-last JJ B-NP
-Monday NNP I-NP
-. . O
-
-Officials NNS B-NP
-familiar JJ B-ADJP
-with IN B-PP
-the DT B-NP
-meeting NN I-NP
-said VBD B-VP
-Mr. NNP B-NP
-Bush NNP I-NP
-cited VBD B-VP
-the DT B-NP
-policy NN I-NP
-as IN B-PP
-an DT B-NP
-example NN I-NP
-of IN B-PP
-the DT B-NP
-sort NN I-NP
-of IN B-PP
-congressional JJ B-NP
-requirements NNS I-NP
-the DT B-NP
-administration NN I-NP
-contends VBZ B-VP
-contribute VB B-VP
-to TO B-PP
-the DT B-NP
-failure NN I-NP
-of IN B-PP
-such JJ B-NP
-covert JJ I-NP
-actions NNS I-NP
-as IN B-PP
-this DT B-NP
-month NN I-NP
-'s POS B-NP
-futile JJ I-NP
-effort NN I-NP
-to TO B-VP
-oust VB I-VP
-Panamanian JJ B-NP
-dictator NN I-NP
-Manuel NNP I-NP
-Noriega NNP I-NP
-. . O
-
-According VBG B-PP
-to TO B-PP
-the DT B-NP
-officials NNS I-NP
-, , O
-Mr. NNP B-NP
-Bush NNP I-NP
-even RB B-ADVP
-read VB B-VP
-to TO B-PP
-the DT B-NP
-senators NNS I-NP
-selections NNS B-NP
-from IN B-PP
-a DT B-NP
-highly RB I-NP
-classified VBN I-NP
-letter NN I-NP
-from IN B-PP
-the DT B-NP
-committee NN I-NP
-to TO B-PP
-the DT B-NP
-White NNP I-NP
-House NNP I-NP
-discussing VBG B-VP
-the DT B-NP
-guidelines NNS I-NP
-. . O
-
-They PRP B-NP
-said VBD B-VP
-the DT B-NP
-president NN I-NP
-conceded VBD B-VP
-the DT B-NP
-notification NN I-NP
-requirement NN I-NP
-did VBD B-VP
-n't RB I-VP
-affect VB I-VP
-his PRP$ B-NP
-decision NN I-NP
-to TO B-VP
-lend VB I-VP
-only RB B-NP
-minor JJ I-NP
-support NN I-NP
-to TO B-PP
-this DT B-NP
-month NN I-NP
-'s POS B-NP
-Panama NNP I-NP
-coup NN I-NP
-effort NN I-NP
-. . O
-
-No DT B-NP
-notification NN I-NP
-was VBD B-VP
-ever RB I-VP
-considered VBN I-VP
-, , O
-officials NNS B-NP
-said VBD B-VP
-, , O
-apparently RB B-ADVP
-because IN B-SBAR
-the DT B-NP
-U.S. NNP I-NP
-did VBD B-VP
-n't RB I-VP
-think VB I-VP
-the DT B-NP
-coup NN I-NP
-plotters NNS I-NP
-intended VBN B-VP
-to TO I-VP
-kill VB I-VP
-Mr. NNP B-NP
-Noriega NNP I-NP
-, , O
-but CC O
-merely RB B-VP
-sought VBD I-VP
-to TO I-VP
-imprison VB I-VP
-him PRP B-NP
-. . O
-
-What WP B-NP
-'s VBZ B-VP
-more JJR B-NP
-, , O
-both DT B-NP
-administration NN B-NP
-and CC O
-congressional JJ B-NP
-officials NNS I-NP
-hint VBP B-VP
-that IN B-SBAR
-the DT B-NP
-notification NN I-NP
-requirement NN I-NP
-is VBZ B-VP
-likely JJ B-ADJP
-to TO B-VP
-be VB I-VP
-dropped VBN I-VP
-from IN B-PP
-the DT B-NP
-guidelines NNS I-NP
-on IN B-PP
-coup NN B-NP
-attempts NNS I-NP
-that WDT B-NP
-are VBP B-VP
-being VBG I-VP
-rewritten VBN I-VP
-by IN B-PP
-the DT B-NP
-panel NN I-NP
-and CC O
-the DT B-NP
-White NNP I-NP
-House NNP I-NP
-. . O
-
-The DT B-NP
-rewriting VBG I-NP
-was VBD B-VP
-launched VBN I-VP
-at IN B-PP
-a DT B-NP
-meeting NN I-NP
-between IN B-PP
-Mr. NNP B-NP
-Bush NNP I-NP
-and CC O
-intelligence NN B-NP
-committee NN I-NP
-leaders NNS I-NP
-Oct. NNP B-NP
-12 CD I-NP
-, , O
-a DT B-NP
-few JJ I-NP
-days NNS I-NP
-before IN B-PP
-the DT B-NP
-meeting NN I-NP
-at IN B-PP
-which WDT B-NP
-the DT B-NP
-president NN I-NP
-complained VBD B-VP
-about IN B-PP
-the DT B-NP
-rules NNS I-NP
-. . O
-
-However RB B-ADVP
-, , O
-the DT B-NP
-disclosure NN I-NP
-of IN B-PP

paddle/trainer/tests/train_files.txt

-trainer/tests/train_proto.bin