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SotA/Natural Language Processing/Semantic Textual Similarity/STS12

Semantic Textual Similarity on STS12

Metric: Spearman Correlation (higher is better)

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#Model↕Spearman Correlation▼Extra DataPaperDate↕Code
1PromptEOL+CSE+OPT-13B0.802NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
2PromptEOL+CSE+LLaMA-30B0.7972NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
3PromCSE-RoBERTa-large (0.355B)0.7956NoImproved Universal Sentence Embeddings with Prom...2022-03-14Code
4PromptEOL+CSE+OPT-2.7B0.7949NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
5AnglE-LLaMA-7B0.7868NoAnglE-optimized Text Embeddings2023-09-22Code
6AnglE-LLaMA-13B0.7868NoAnglE-optimized Text Embeddings2023-09-22Code
7Trans-Encoder-RoBERTa-large-cross (unsup.)0.7828NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
8Trans-Encoder-BERT-large-bi (unsup.)0.7819NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
9SimCSE-RoBERTa-large0.7746NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
10Trans-Encoder-RoBERTa-base-cross (unsup.)0.7637NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
11Trans-Encoder-BERT-base-bi (unsup.)0.7509NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
12SRoBERTa-NLI-large0.7453NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
13DiffCSE-BERT-base0.7228NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
14Dino (STSb/̄🦕)0.7027NoGenerating Datasets with Pretrained Language Mod...2021-04-15Code
15SimCSE-RoBERTa-base0.7016NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
16DiffCSE-RoBERTa-base0.7005NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
17Mirror-BERT-base (unsup.)0.674NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
18BERTlarge-flow (target)0.652NoOn the Sentence Embeddings from Pre-trained Lang...2020-11-02Code
19Mirror-RoBERTa-base (unsup.)0.648NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
20IS-BERT-NLI0.5677NoAn Unsupervised Sentence Embedding Method by Mut...2020-09-25Code