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SotA/Natural Language Processing/Semantic Textual Similarity/STS15

Semantic Textual Similarity on STS15

Metric: Spearman Correlation (higher is better)

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#Model↕Spearman Correlation▼Extra DataPaperDate↕Code
1PromptEOL+CSE+LLaMA-30B0.9004NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
2AnglE-LLaMA-13B0.8956NoAnglE-optimized Text Embeddings2023-09-22Code
3PromptEOL+CSE+OPT-13B0.8952NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
4PromptEOL+CSE+OPT-2.7B0.8951NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
5AnglE-LLaMA-7B-v20.8943NoAnglE-optimized Text Embeddings2023-09-22Code
6Trans-Encoder-RoBERTa-large-cross (unsup.)0.8863NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
7Trans-Encoder-BERT-large-bi (unsup.)0.8816NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
8PromCSE-RoBERTa-large (0.355B)0.8808NoImproved Universal Sentence Embeddings with Prom...2022-03-14Code
9SimCSE-RoBERTalarge0.8666NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
10Trans-Encoder-RoBERTa-base-cross (unsup.)0.8577NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
11Trans-Encoder-BERT-base-bi (unsup.)0.8508NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
12Trans-Encoder-BERT-base-cross (unsup.)0.8444NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
13DiffCSE-BERT-base0.839NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
14DiffCSE-RoBERTa-base0.8281NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
15SRoBERTa-NLI-large0.8185NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
16Mirror-BERT-base (unsup.)0.814NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
17Dino (STSb/)0.8049NoGenerating Datasets with Pretrained Language Mod...2021-04-15Code
18Mirror-RoBERTa-base (unsup.)0.798NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
19IS-BERT-NLI0.7523NoAn Unsupervised Sentence Embedding Method by Mut...2020-09-25Code
20BERTlarge-flow (target)0.7492NoOn the Sentence Embeddings from Pre-trained Lang...2020-11-02Code