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SotA/Natural Language Processing/Semantic Textual Similarity/STS13

Semantic Textual Similarity on STS13

Metric: Spearman Correlation (higher is better)

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#Model↕Spearman Correlation▼Extra DataPaperDate↕Code
1AnglE-LLaMA-7B0.9058NoAnglE-optimized Text Embeddings2023-09-22Code
2AnglE-LLaMA-7B-v20.9056NoAnglE-optimized Text Embeddings2023-09-22Code
3PromptEOL+CSE+LLaMA-30B0.9025NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
4PromptEOL+CSE+OPT-13B0.9024NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
5PromptEOL+CSE+OPT-2.7B0.8964NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
6PromCSE-RoBERTa-large (0.355B)0.8897NoImproved Universal Sentence Embeddings with Prom...2022-03-14Code
7Trans-Encoder-BERT-large-bi (unsup.)0.8851YesTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
8Trans-Encoder-BERT-large-cross (unsup.)0.8831YesTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
9Trans-Encoder-RoBERTa-large-cross (unsup.)0.8831NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
10SimCSE-RoBERTa-large0.8727NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
11Trans-Encoder-BERT-base-cross (unsup.)0.8559NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
12Trans-Encoder-BERT-base-bi (unsup.)0.851NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
13DiffCSE-BERT-base0.8443NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
14DiffCSE-RoBERTa-base0.8343NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
15SimCSE-BERT-base0.8241NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
16Mirror-RoBERTa-base (unsup.)0.819NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
17SimCSE-RoBERTa-base0.8136NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
18Dino (STSb/̄🦕)0.8126NoGenerating Datasets with Pretrained Language Mod...2021-04-15Code
19Mirror-BERT-base (unsup.)0.796NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
20SBERT-NLI-large0.7846NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
21BERTlarge-flow (target)0.7339NoOn the Sentence Embeddings from Pre-trained Lang...2020-11-02Code
22IS-BERT-NLI0.6924NoAn Unsupervised Sentence Embedding Method by Mut...2020-09-25Code