Semantic Textual Similarity on STS16

Metric: Spearman Correlation (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Spearman Correlation▼	Extra Data	Paper	Date↕	Code
1	AnglE-LLaMA-7B-v2	0.87	No	AnglE-optimized Text Embeddings	2023-09-22	Code
2	AnglE-LLaMA-13B	0.87	No	AnglE-optimized Text Embeddings	2023-09-22	Code
3	AnglE-LLaMA-7B	0.8691	No	AnglE-optimized Text Embeddings	2023-09-22	Code
4	PromptEOL+CSE+LLaMA-30B	0.8627	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
5	PromptEOL+CSE+OPT-2.7B	0.8591	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
6	PromptEOL+CSE+OPT-13B	0.859	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
7	Trans-Encoder-RoBERTa-large-cross (unsup.)	0.8503	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
8	PromCSE-RoBERTa-large (0.355B)	0.8496	No	Improved Universal Sentence Embeddings with Prom...	2022-03-14	Code
9	Trans-Encoder-BERT-large-bi (unsup.)	0.8481	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
10	SimCSE-RoBERTalarge	0.8393	No	SimCSE: Simple Contrastive Learning of Sentence ...	2021-04-18	Code
11	Trans-Encoder-RoBERTa-base-cross (unsup.)	0.8377	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
12	Trans-Encoder-BERT-base-bi (unsup.)	0.8305	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
13	DiffCSE-RoBERTa-base	0.8212	No	DiffCSE: Difference-based Contrastive Learning f...	2022-04-21	Code
14	DiffCSE-BERT-base	0.8054	No	DiffCSE: Difference-based Contrastive Learning f...	2022-04-21	Code
15	Mirror-RoBERTa-base (unsup.)	0.78	No	Fast, Effective, and Self-Supervised: Transformi...	2021-04-16	Code
16	BERTlarge-flow (target)	0.7763	No	On the Sentence Embeddings from Pre-trained Lang...	2020-11-02	Code
17	Dino (STSb/̄🦕)	0.7718	No	Generating Datasets with Pretrained Language Mod...	2021-04-15	Code
18	SRoBERTa-NLI-large	0.7682	No	Sentence-BERT: Sentence Embeddings using Siamese...	2019-08-27	Code
19	Mirror-BERT-base (unsup.)	0.743	No	Fast, Effective, and Self-Supervised: Transformi...	2021-04-16	Code
20	IS-BERT-NLI	0.7016	No	An Unsupervised Sentence Embedding Method by Mut...	2020-09-25	Code

#1AnglE-LLaMA-7B-v2SOTA
0.87
Spearman Correlation· 2023-09-22
AnglE-optimized Text Embeddings Code
#2AnglE-LLaMA-13B
0.87
Spearman Correlation· 2023-09-22
AnglE-optimized Text Embeddings Code
#3AnglE-LLaMA-7B
0.8691
Spearman Correlation· 2023-09-22
AnglE-optimized Text Embeddings Code
#4PromptEOL+CSE+LLaMA-30BSOTA
0.8627
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#5PromptEOL+CSE+OPT-2.7B
0.8591
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#6PromptEOL+CSE+OPT-13B
0.859
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#7Trans-Encoder-RoBERTa-large-cross (unsup.)SOTA
0.8503
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#8PromCSE-RoBERTa-large (0.355B)
0.8496
Spearman Correlation· 2022-03-14
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning Code
#9Trans-Encoder-BERT-large-bi (unsup.)
0.8481
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#10SimCSE-RoBERTalargeSOTA
0.8393
Spearman Correlation· 2021-04-18
SimCSE: Simple Contrastive Learning of Sentence Embeddings Code
#11Trans-Encoder-RoBERTa-base-cross (unsup.)
0.8377
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#12Trans-Encoder-BERT-base-bi (unsup.)
0.8305
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#13DiffCSE-RoBERTa-base
0.8212
Spearman Correlation· 2022-04-21
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Code
#14DiffCSE-BERT-base
0.8054
Spearman Correlation· 2022-04-21
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Code
#15Mirror-RoBERTa-base (unsup.)SOTA
0.78
Spearman Correlation· 2021-04-16
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders Code
#16BERTlarge-flow (target)SOTA
0.7763
Spearman Correlation· 2020-11-02
On the Sentence Embeddings from Pre-trained Language Models Code
#17Dino (STSb/̄🦕)
0.7718
Spearman Correlation· 2021-04-15
Generating Datasets with Pretrained Language Models Code
#18SRoBERTa-NLI-largeSOTA
0.7682
Spearman Correlation· 2019-08-27
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Code
#19Mirror-BERT-base (unsup.)
0.743
Spearman Correlation· 2021-04-16
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders Code
#20IS-BERT-NLI
0.7016
Spearman Correlation· 2020-09-25
An Unsupervised Sentence Embedding Method by Mutual Information Maximization Code