Explicit Contextual Semantics for Text Comprehension

8 Sep 2018 Zhuosheng Zhang Yuwei Wu Zuchao Li Hai Zhao

Who did what to whom is a major focus in natural language understanding, which is right the aim of semantic role labeling (SRL) task. Despite of sharing a lot of processing characteristics and even task purpose, it is surprisingly that jointly considering these two related tasks was never formally reported in previous work... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Natural Language Inference SNLI SLRC % Test Accuracy 89.1 # 12
% Train Accuracy 89.1 # 40
Parameters 6.1m # 2
Natural Language Inference SNLI SJRC (BERT-Large +SRL) % Test Accuracy 91.3 # 5
% Train Accuracy 95.7 # 7
Parameters 308m # 2

Methods used in the Paper


METHOD TYPE
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