Papers › Discriminative Improvements to Distributional Sentence Similarity

Discriminative Improvements to Distributional Sentence Similarity

1 Oct 2013EMNLP 2013 10archive 2025-07-28

Yangfeng Ji, Jacob Eisenstein

Paper PDF

Code

No code repository is listed for this paper in the archive or in Syntology's graph.

Code Syntology ran Syntology

Not run by Syntology. Nothing on this page verifies that the listed code works.

Tasks

Machine Translation Paraphrase Identification Semantic Textual Similarity Sentence Sentence Similarity

Results from the paper archive 2025-07-28

Task	Dataset	Model	Metric	Value	Rank at snapshot	Leaderboard	Report
Paraphrase Identification	MSRP	FEAT2, TFKLD, SVM, Fine-grained features	Accuracy	80.41	#1 of 3	Archive leaderboard	report
Paraphrase Identification	MSRP	FEAT2, TFKLD, SVM, Fine-grained features	F1	85.96	#1 of 3	Archive leaderboard	report
Paraphrase Identification	MSRP	NMF factorization-unigrams-TFKLD	Accuracy	72.75	#2 of 3	Archive leaderboard	report
Paraphrase Identification	MSRP	NMF factorization-unigrams-TFKLD	F1	81.48	#2 of 3	Archive leaderboard	report
Semantic Textual Similarity	MRPC	TF-KLD	Accuracy	80.4%	#35 of 45	Archive leaderboard	report
Semantic Textual Similarity	MRPC	TF-KLD	F1	85.9%	#35 of 45	Archive leaderboard	report
Semantic Textual Similarity	SentEval	TF-KLD	MRPC	80.4/85.9	#3 of 6	Archive leaderboard	report
Semantic Textual Similarity	SentEval	TF-KLD	SICK-E	-	#3 of 6	Archive leaderboard	report
Semantic Textual Similarity	SentEval	TF-KLD	SICK-R	-	#3 of 6	Archive leaderboard	report
Semantic Textual Similarity	SentEval	TF-KLD	STS	-	#3 of 6	Archive leaderboard	report

Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections