Incorporating Glosses into Neural Word Sense Disambiguation

ACL 2018 Fuli LuoTianyu LiuQiaolin XiaBaobao ChangZhifang Sui

Word Sense Disambiguation (WSD) aims to identify the correct meaning of polysemous words in the particular context. Lexical resources like WordNet which are proved to be of great help for WSD in the knowledge-based methods... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Word Sense Disambiguation SemEval 2013 Task 12 GASext (Concatenation) F1 67.2 # 7
Word Sense Disambiguation SemEval 2013 Task 12 GAS (Linear) F1 66.7 # 10
Word Sense Disambiguation SemEval 2013 Task 12 GAS (Concatenation) F1 67.0 # 9
Word Sense Disambiguation SemEval 2013 Task 12 GASext (Linear) F1 67.1 # 8
Word Sense Disambiguation SemEval 2015 Task 13 GASext (Linear) F1 72.1 # 4
Word Sense Disambiguation SemEval 2015 Task 13 GASext (Concatenation) F1 72.6 # 3
Word Sense Disambiguation SemEval 2015 Task 13 GAS (Linear) F1 71.6 # 6
Word Sense Disambiguation SemEval 2015 Task 13 GAS (Concatenation) F1 71.8 # 5
Word Sense Disambiguation SensEval 2 GAS (Linear) F1 72.0 # 10
Word Sense Disambiguation SensEval 2 GAS (Concatenation) F1 72.1 # 9
Word Sense Disambiguation SensEval 2 GASext (Linear) F1 72.4 # 7
Word Sense Disambiguation SensEval 2 GASext (Concatenation) F1 72.2 # 8
Word Sense Disambiguation SensEval 3 Task 1 GASext (Concatenation) F1 70.5 # 5
Word Sense Disambiguation SensEval 3 Task 1 GASext (Linear) F1 70.1 # 8
Word Sense Disambiguation SensEval 3 Task 1 GAS (Concatenation) F1 70.2 # 6
Word Sense Disambiguation SensEval 3 Task 1 GAS (Linear) F1 70.0 # 9