Word Sense Disambiguation
词义消歧(Word Sense Disambiguation, WSD)是自然语言处理中的重要任务,旨在将上下文中的词语与其在预定义义项库中最合适的义项关联起来。该任务通过确定词语的具体含义,提高文本理解的准确性和深度,广泛应用于机器翻译、信息检索和情感分析等领域。WordNet 是英语词义消歧的权威义项库,为 WSD 提供了丰富的语义资源。
BIG-bench (Anachronisms)
Knowledge-based:
RUSSE
Human Benchmark
SemEval 2007 Task 17
SemCor+WNGC, hypernyms
SemEval 2007 Task 7
SemCor+WNGC, hypernyms
SemEval 2013 Task 12
SemCor+WNGC, hypernyms
SemEval 2015 Task 13
SemCor+WNGC, hypernyms
SensEval 2
SemCor+WNGC, hypernyms
SensEval 2 Lexical Sample
kNN-BERT
SensEval 3 Lexical Sample
kNN-BERT
SensEval 3 Task 1
SemCor+WNGC, hypernyms
Supervised:
SANDWiCH
TS50
SPIN
WiC-TSV
Words in Context
COSINE + Transductive Learning