OpenCodePapers

semantic-textual-similarity-on-sts16

Semantic Textual Similarity
Dataset Link
Results over time
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Leaderboard
PaperCodeSpearman CorrelationModelNameReleaseDate
AnglE-optimized Text Embeddings✓ Link0.8700AnglE-LLaMA-7B-v22023-09-22
AnglE-optimized Text Embeddings✓ Link0.8700AnglE-LLaMA-13B2023-09-22
AnglE-optimized Text Embeddings✓ Link0.8691AnglE-LLaMA-7B2023-09-22
Scaling Sentence Embeddings with Large Language Models✓ Link0.8627PromptEOL+CSE+LLaMA-30B2023-07-31
Scaling Sentence Embeddings with Large Language Models✓ Link0.8591PromptEOL+CSE+OPT-2.7B2023-07-31
Scaling Sentence Embeddings with Large Language Models✓ Link0.8590PromptEOL+CSE+OPT-13B2023-07-31
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations✓ Link0.8503Trans-Encoder-RoBERTa-large-cross (unsup.)2021-09-27
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning✓ Link0.8496PromCSE-RoBERTa-large (0.355B)2022-03-14
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations✓ Link0.8481Trans-Encoder-BERT-large-bi (unsup.)2021-09-27
SimCSE: Simple Contrastive Learning of Sentence Embeddings✓ Link0.8393SimCSE-RoBERTalarge2021-04-18
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations✓ Link0.8377Trans-Encoder-RoBERTa-base-cross (unsup.)2021-09-27
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations✓ Link0.8305Trans-Encoder-BERT-base-bi (unsup.)2021-09-27
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings✓ Link0.8212DiffCSE-RoBERTa-base2022-04-21
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings✓ Link0.8054DiffCSE-BERT-base2022-04-21
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders✓ Link0.78Mirror-RoBERTa-base (unsup.)2021-04-16
On the Sentence Embeddings from Pre-trained Language Models✓ Link0.7763BERTlarge-flow (target)2020-11-02
Generating Datasets with Pretrained Language Models✓ Link0.7718Dino (STSb/̄🦕)2021-04-15
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks✓ Link0.7682SRoBERTa-NLI-large2019-08-27
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders✓ Link0.743Mirror-BERT-base (unsup.)2021-04-16
An Unsupervised Sentence Embedding Method by Mutual Information Maximization✓ Link0.7016IS-BERT-NLI2020-09-25