Upload DiscoEval.py

DiscoEval.py

@@ -19,6 +19,187 @@ import DiscoEvalConstants
 import pickle
 import logging
 
+# General Constants:
+LABEL_NAME = 'label'
+numbers = {
+    1: "first",
+    2: "second",
+    3: "third",
+    4: "fourth",
+    5: "fifth",
+    6: "sixth",
+    7: "seventh",
+    8: "eighth",
+    9: "ninth"
+
+}
+TEXT_COLUMN_NAME = [f"{numbers[i]}_sentence" for i in range(1, 10)]
+
+# SSPabs Constants:
+SSPABS = 'SSPabs'
+SSPABS_TRAIN_NAME = 'train.txt'
+SSPABS_VALID_NAME = 'valid.txt'
+SSPABS_TEST_NAME = 'test.txt'
+SSPABS_DATA_DIR = 'data/SSP/abs'
+SSPABS_LABELS = {
+    "0": "Does not belong to abstract",
+    "1": "Belongs to abstract",
+}
+SSPABS_TEXT_COLUMNS = 1
+
+# PDTB Constants:
+PDTB_I = 'PDTB-I'
+PDTB_E = 'PDTB-E'
+PDTB_TRAIN_NAME = 'train.txt'
+PDTB_VALID_NAME = 'valid.txt'
+PDTB_TEST_NAME = 'test.txt'
+PDTB_DATA_DIR = 'data/PDTB'
+PDTB_DIRS = {PDTB_E: 'Explicit', PDTB_I: 'Implicit'}
+PDTB_E_LABELS = [
+    'Comparison.Concession',
+    'Comparison.Contrast',
+    'Contingency.Cause',
+    'Contingency.Condition',
+    'Contingency.Pragmatic condition',
+    'Expansion.Alternative',
+    'Expansion.Conjunction',
+    'Expansion.Instantiation',
+    'Expansion.List',
+    'Expansion.Restatement',
+    'Temporal.Asynchronous',
+    'Temporal.Synchrony',
+]
+PDTB_I_LABELS = [
+    'Comparison.Concession',
+    'Comparison.Contrast',
+    'Contingency.Cause',
+    'Contingency.Pragmatic cause',
+    'Expansion.Alternative',
+    'Expansion.Conjunction',
+    'Expansion.Instantiation',
+    'Expansion.List',
+    'Expansion.Restatement',
+    'Temporal.Asynchronous',
+    'Temporal.Synchrony',
+]
+PDTB_E_TEXT_COLUMNS = 2
+PDTB_I_TEXT_COLUMNS = 2
+
+# SP Constants:
+SPARXIV = 'SParxiv'
+SPROCSTORY = 'SProcstory'
+SPWIKI = 'SPwiki'
+SP_TRAIN_NAME = 'train.txt'
+SP_VALID_NAME = 'valid.txt'
+SP_TEST_NAME = 'test.txt'
+SP_DATA_DIR = 'data/SP'
+SP_DIRS = {SPARXIV: 'arxiv', SPROCSTORY: 'rocstory', SPWIKI: 'wiki'}
+SP_LABELS = {
+    "0": 'First sentence',
+    "1": 'Second sentence',
+    "2": 'Third sentence',
+    "3": "Fourth sentence",
+    "4": "Fifth sentence",
+}
+SP_TEXT_COLUMNS = 5
+
+# BSO Constants:
+BSOARXIV = 'BSOarxiv'
+BSOROCSTORY = 'BSOrocstory'
+BSOWIKI = 'BSOwiki'
+BSO_TRAIN_NAME = 'train.txt'
+BSO_VALID_NAME = 'valid.txt'
+BSO_TEST_NAME = 'test.txt'
+BSO_DATA_DIR = 'data/BSO'
+BSO_DIRS = {BSOARXIV: 'arxiv', BSOROCSTORY: 'rocstory', BSOWIKI: 'wiki'}
+BSO_LABELS = {
+    "0": 'Incorrect order',
+    "1": 'Correct order',
+}
+BSO_TEXT_COLUMNS = 2
+
+# DC Constants:
+DCCHAT = 'DCchat'
+DCWIKI = 'DCwiki'
+DC_TRAIN_NAME = 'train.txt'
+DC_VALID_NAME = 'valid.txt'
+DC_TEST_NAME = 'test.txt'
+DC_DATA_DIR = 'data/DC'
+DC_DIRS = {DCCHAT: 'chat', DCWIKI: 'wiki'}
+DC_LABELS = {
+    "0": "Incoherent",
+    "1": "Coherent",
+}
+DC_TEXT_COLUMNS = 6
+
+# RST Constants:
+RST = 'RST'
+RST_TRAIN_NAME = 'RST_TRAIN.pkl'
+RST_VALID_NAME = 'RST_DEV.pkl'
+RST_TEST_NAME = 'RST_TEST.pkl'
+RST_DATA_DIR = 'data/RST'
+RST_LABELS = [
+    'NS-Explanation',
+    'NS-Evaluation',
+    'NN-Condition',
+    'NS-Summary',
+    'SN-Cause',
+    'SN-Background',
+    'NS-Background',
+    'SN-Summary',
+    'NS-Topic-Change',
+    'NN-Explanation',
+    'SN-Topic-Comment',
+    'NS-Elaboration',
+    'SN-Attribution',
+    'SN-Manner-Means',
+    'NN-Evaluation',
+    'NS-Comparison',
+    'NS-Contrast',
+    'SN-Condition',
+    'NS-Temporal',
+    'NS-Enablement',
+    'SN-Evaluation',
+    'NN-Topic-Comment',
+    'NN-Temporal',
+    'NN-Textual-organization',
+    'NN-Same-unit',
+    'NN-Comparison',
+    'NN-Topic-Change',
+    'SN-Temporal',
+    'NN-Joint',
+    'SN-Enablement',
+    'SN-Explanation',
+    'NN-Contrast',
+    'NN-Cause',
+    'SN-Contrast',
+    'NS-Attribution',
+    'NS-Topic-Comment',
+    'SN-Elaboration',
+    'SN-Comparison',
+    'NS-Cause',
+    'NS-Condition',
+    'NS-Manner-Means'
+]
+RST_TEXT_COLUMNS = 2
+
+DATASET_NAMES = [
+    SSPABS,
+    PDTB_I,
+    PDTB_E,
+    SPARXIV,
+    SPROCSTORY,
+    SPWIKI,
+    BSOARXIV,
+    BSOROCSTORY,
+    BSOWIKI,
+    DCCHAT,
+    DCWIKI,
+    RST,
+]
+
+
+
 _CITATION = """\
 @InProceedings{mchen-discoeval-19,
                 title = {Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations},
@@ -138,7 +319,7 @@ class DiscoEvalSentence(datasets.GeneratorBasedBuilder):
                 for i in range(DiscoEvalConstants.RST_TEXT_COLUMNS)
             }
             features_dict[DiscoEvalConstants.LABEL_NAME] = datasets.ClassLabel(
-                names=DiscoEvalConstants.RST_LABELS
+                names=list(DiscoEvalConstants.RST_LABELS.values())
             )
             features = datasets.Features(features_dict)
 
@@ -259,7 +440,7 @@ class DiscoEvalSentence(datasets.GeneratorBasedBuilder):
             data = pickle.load(open(filepath, "rb"))
             for key, line in enumerate(data):
                 example = {DiscoEvalConstants.TEXT_COLUMN_NAME[i]: sent for i, sent in enumerate(line[1:])}
-                example[DiscoEvalConstants.LABEL_NAME] = line[0]
+                example[DiscoEvalConstants.LABEL_NAME] = DiscoEvalConstants.RST_DATA_DIR[line[0]]
                 yield key, example
 
         else: