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SotA/Natural Language Processing/Semantic Textual Similarity/STS16

Semantic Textual Similarity on STS16

Metric: Spearman Correlation (higher is better)

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#Model↕Spearman Correlation▼Extra DataPaperDate↕Code
1AnglE-LLaMA-7B-v20.87NoAnglE-optimized Text Embeddings2023-09-22Code
2AnglE-LLaMA-13B0.87NoAnglE-optimized Text Embeddings2023-09-22Code
3AnglE-LLaMA-7B0.8691NoAnglE-optimized Text Embeddings2023-09-22Code
4PromptEOL+CSE+LLaMA-30B0.8627NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
5PromptEOL+CSE+OPT-2.7B0.8591NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
6PromptEOL+CSE+OPT-13B0.859NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
7Trans-Encoder-RoBERTa-large-cross (unsup.)0.8503NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
8PromCSE-RoBERTa-large (0.355B)0.8496NoImproved Universal Sentence Embeddings with Prom...2022-03-14Code
9Trans-Encoder-BERT-large-bi (unsup.)0.8481NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
10SimCSE-RoBERTalarge0.8393NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
11Trans-Encoder-RoBERTa-base-cross (unsup.)0.8377NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
12Trans-Encoder-BERT-base-bi (unsup.)0.8305NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
13DiffCSE-RoBERTa-base0.8212NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
14DiffCSE-BERT-base0.8054NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
15Mirror-RoBERTa-base (unsup.)0.78NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
16BERTlarge-flow (target)0.7763NoOn the Sentence Embeddings from Pre-trained Lang...2020-11-02Code
17Dino (STSb/̄🦕)0.7718NoGenerating Datasets with Pretrained Language Mod...2021-04-15Code
18SRoBERTa-NLI-large0.7682NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
19Mirror-BERT-base (unsup.)0.743NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
20IS-BERT-NLI0.7016NoAn Unsupervised Sentence Embedding Method by Mut...2020-09-25Code