Semantic Textual Similarity on STS14

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-13B	0.8689	No	AnglE-optimized Text Embeddings	2023-09-22	Code
2	PromptEOL+CSE+LLaMA-30B	0.8585	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
3	AnglE-LLaMA-7B-v2	0.8579	No	AnglE-optimized Text Embeddings	2023-09-22	Code
4	AnglE-LLaMA-7B	0.8549	No	AnglE-optimized Text Embeddings	2023-09-22	Code
5	PromptEOL+CSE+OPT-13B	0.8534	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
6	PromptEOL+CSE+OPT-2.7B	0.848	No	Scaling Sentence Embeddings with Large Language ...	2023-07-31	Code
7	PromCSE-RoBERTa-large (0.355B)	0.8381	No	Improved Universal Sentence Embeddings with Prom...	2022-03-14	Code
8	SimCSE-RoBERTalarge	0.8236	No	SimCSE: Simple Contrastive Learning of Sentence ...	2021-04-18	Code
9	Trans-Encoder-RoBERTa-large-cross (unsup.)	0.8194	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
10	Trans-Encoder-RoBERTa-large-bi (unsup.)	0.8176	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
11	Trans-Encoder-BERT-large-bi (unsup.)	0.8137	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
12	Trans-Encoder-RoBERTa-base-cross (unsup.)	0.7903	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
13	Trans-Encoder-BERT-base-bi (unsup.)	0.779	No	Trans-Encoder: Unsupervised sentence-pair modell...	2021-09-27	Code
14	DiffCSE-BERT-base	0.7647	No	DiffCSE: Difference-based Contrastive Learning f...	2022-04-21	Code
15	DiffCSE-RoBERTa-base	0.7549	No	DiffCSE: Difference-based Contrastive Learning f...	2022-04-21	Code
16	SBERT-NLI-large	0.7490000000000001	No	Sentence-BERT: Sentence Embeddings using Siamese...	2019-08-27	Code
17	Mirror-RoBERTa-base (unsup.)	0.732	No	Fast, Effective, and Self-Supervised: Transformi...	2021-04-16	Code
18	Mirror-BERT-base (unsup.)	0.713	No	Fast, Effective, and Self-Supervised: Transformi...	2021-04-16	Code
19	Dino (STSb/̄🦕)	0.7125	No	Generating Datasets with Pretrained Language Mod...	2021-04-15	Code
20	BERTlarge-flow (target)	0.6942	No	On the Sentence Embeddings from Pre-trained Lang...	2020-11-02	Code
21	IS-BERT-NLI	0.6121	No	An Unsupervised Sentence Embedding Method by Mut...	2020-09-25	Code

#1AnglE-LLaMA-13BSOTA
0.8689
Spearman Correlation· 2023-09-22
AnglE-optimized Text Embeddings Code
#2PromptEOL+CSE+LLaMA-30BSOTA
0.8585
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#3AnglE-LLaMA-7B-v2
0.8579
Spearman Correlation· 2023-09-22
AnglE-optimized Text Embeddings Code
#4AnglE-LLaMA-7B
0.8549
Spearman Correlation· 2023-09-22
AnglE-optimized Text Embeddings Code
#5PromptEOL+CSE+OPT-13B
0.8534
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#6PromptEOL+CSE+OPT-2.7B
0.848
Spearman Correlation· 2023-07-31
Scaling Sentence Embeddings with Large Language Models Code
#7PromCSE-RoBERTa-large (0.355B)SOTA
0.8381
Spearman Correlation· 2022-03-14
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning Code
#8SimCSE-RoBERTalargeSOTA
0.8236
Spearman Correlation· 2021-04-18
SimCSE: Simple Contrastive Learning of Sentence Embeddings Code
#9Trans-Encoder-RoBERTa-large-cross (unsup.)
0.8194
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#10Trans-Encoder-RoBERTa-large-bi (unsup.)
0.8176
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#11Trans-Encoder-BERT-large-bi (unsup.)
0.8137
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#12Trans-Encoder-RoBERTa-base-cross (unsup.)
0.7903
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#13Trans-Encoder-BERT-base-bi (unsup.)
0.779
Spearman Correlation· 2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Code
#14DiffCSE-BERT-base
0.7647
Spearman Correlation· 2022-04-21
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Code
#15DiffCSE-RoBERTa-base
0.7549
Spearman Correlation· 2022-04-21
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Code
#16SBERT-NLI-largeSOTA
0.7490000000000001
Spearman Correlation· 2019-08-27
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Code
#17Mirror-RoBERTa-base (unsup.)
0.732
Spearman Correlation· 2021-04-16
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders Code
#18Mirror-BERT-base (unsup.)
0.713
Spearman Correlation· 2021-04-16
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders Code
#19Dino (STSb/̄🦕)
0.7125
Spearman Correlation· 2021-04-15
Generating Datasets with Pretrained Language Models Code
#20BERTlarge-flow (target)
0.6942
Spearman Correlation· 2020-11-02
On the Sentence Embeddings from Pre-trained Language Models Code
#21IS-BERT-NLI
0.6121
Spearman Correlation· 2020-09-25
An Unsupervised Sentence Embedding Method by Mutual Information Maximization Code