Semantic Textual Similarity on STS12

Metric: Spearman Correlation (higher is better)

LeaderboardDataset

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#	Model↕	Spearman Correlation▼	Extra Data	Paper	Date↕	Code
1	PromptEOL+CSE+OPT-13B	0.802	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
2	PromptEOL+CSE+LLaMA-30B	0.7972	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
3	PromCSE-RoBERTa-large (0.355B)	0.7956	No	Improved Universal Sentence Embeddings with Prom...	2022-03-14	Code
4	PromptEOL+CSE+OPT-2.7B	0.7949	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
5	AnglE-LLaMA-7B	0.7868	No	AnglE-optimized Text Embeddings	2023-09-22	Code
6	AnglE-LLaMA-13B	0.7868	No	AnglE-optimized Text Embeddings	2023-09-22	Code
7	Trans-Encoder-RoBERTa-large-cross (unsup.)	0.7828	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
8	Trans-Encoder-BERT-large-bi (unsup.)	0.7819	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
9	SimCSE-RoBERTa-large	0.7746	No	SimCSE: Simple Contrastive Learning of Sentence ...	2021-04-18	Code
10	Trans-Encoder-RoBERTa-base-cross (unsup.)	0.7637	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
11	Trans-Encoder-BERT-base-bi (unsup.)	0.7509	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
12	SRoBERTa-NLI-large	0.7453	No	Sentence-BERT: Sentence Embeddings using Siamese...	2019-08-27	Code
13	DiffCSE-BERT-base	0.7228	No	DiffCSE: Difference-based Contrastive Learning f...	2022-04-21	Code
14	Dino (STSb/̄🦕)	0.7027	No	Generating Datasets with Pretrained Language Mod...	2021-04-15	Code
15	SimCSE-RoBERTa-base	0.7016	No	SimCSE: Simple Contrastive Learning of Sentence ...	2021-04-18	Code
16	DiffCSE-RoBERTa-base	0.7005	No	DiffCSE: Difference-based Contrastive Learning f...	2022-04-21	Code
17	Mirror-BERT-base (unsup.)	0.674	No	Fast, Effective, and Self-Supervised: Transformi...	2021-04-16	Code
18	BERTlarge-flow (target)	0.652	No	On the Sentence Embeddings from Pre-trained Lang...	2020-11-02	Code
19	Mirror-RoBERTa-base (unsup.)	0.648	No	Fast, Effective, and Self-Supervised: Transformi...	2021-04-16	Code
20	IS-BERT-NLI	0.5677	No	An Unsupervised Sentence Embedding Method by Mut...	2020-09-25	Code

#1PromptEOL+CSE+OPT-13BSOTA
0.802
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#2PromptEOL+CSE+LLaMA-30B
0.7972
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#3PromCSE-RoBERTa-large (0.355B)SOTA
0.7956
Spearman Correlation· 2022-03-14
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning Code
#4PromptEOL+CSE+OPT-2.7B
0.7949
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#5AnglE-LLaMA-7B
0.7868
Spearman Correlation· 2023-09-22
AnglE-optimized Text Embeddings Code
#6AnglE-LLaMA-13B
0.7868
Spearman Correlation· 2023-09-22
AnglE-optimized Text Embeddings Code
#7Trans-Encoder-RoBERTa-large-cross (unsup.)SOTA
0.7828
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#8Trans-Encoder-BERT-large-bi (unsup.)
0.7819
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#9SimCSE-RoBERTa-largeSOTA
0.7746
Spearman Correlation· 2021-04-18
SimCSE: Simple Contrastive Learning of Sentence Embeddings Code
#10Trans-Encoder-RoBERTa-base-cross (unsup.)
0.7637
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#11Trans-Encoder-BERT-base-bi (unsup.)
0.7509
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#12SRoBERTa-NLI-largeSOTA
0.7453
Spearman Correlation· 2019-08-27
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Code
#13DiffCSE-BERT-base
0.7228
Spearman Correlation· 2022-04-21
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Code
#14Dino (STSb/̄🦕)
0.7027
Spearman Correlation· 2021-04-15
Generating Datasets with Pretrained Language Models Code
#15SimCSE-RoBERTa-base
0.7016
Spearman Correlation· 2021-04-18
SimCSE: Simple Contrastive Learning of Sentence Embeddings Code
#16DiffCSE-RoBERTa-base
0.7005
Spearman Correlation· 2022-04-21
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Code
#17Mirror-BERT-base (unsup.)
0.674
Spearman Correlation· 2021-04-16
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders Code
#18BERTlarge-flow (target)
0.652
Spearman Correlation· 2020-11-02
On the Sentence Embeddings from Pre-trained Language Models Code
#19Mirror-RoBERTa-base (unsup.)
0.648
Spearman Correlation· 2021-04-16
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders Code
#20IS-BERT-NLI
0.5677
Spearman Correlation· 2020-09-25
An Unsupervised Sentence Embedding Method by Mutual Information Maximization Code