Random Walks for Knowledge-Based Word Sense Disambiguation

CL 2014 · Eneko Agirre, Oier L{\'o}pez de Lacalle, Aitor Soroa ·

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Tasks

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Information Retrieval

Machine Translation

Question Answering

Word Sense Disambiguation

Datasets

Word Sense Disambiguation: a Unified Evaluation Framework and Empirical Comparison

Results from the Paper

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Ranked #5 on Word Sense Disambiguation on Knowledge-based:

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Word Sense Disambiguation	Knowledge-based:	UKBppr_w2w	All	67.3	# 6	Compare
			Senseval 2	68.8	# 2	Compare
			Senseval 3	66.1	# 2	Compare
			SemEval 2007	53.0	# 3	Compare
			SemEval 2013	68.8	# 6	Compare
			SemEval 2015	70.3	# 5	Compare
Word Sense Disambiguation	Knowledge-based:	UKBppr_w2w-nf	All	57.5	# 5	Compare
			Senseval 2	64.2	# 5	Compare
			Senseval 3	54.8	# 5	Compare
			SemEval 2007	40.0	# 5	Compare
			SemEval 2013	64.5	# 4	Compare
			SemEval 2015	64.5	# 4	Compare

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