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SotA/Natural Language Processing/Semantic Textual Similarity/STS14

Semantic Textual Similarity on STS14

Metric: Spearman Correlation (higher is better)

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#Model↕Spearman Correlation▼Extra DataPaperDate↕Code
1AnglE-LLaMA-13B0.8689NoAnglE-optimized Text Embeddings2023-09-22Code
2PromptEOL+CSE+LLaMA-30B0.8585NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
3AnglE-LLaMA-7B-v20.8579NoAnglE-optimized Text Embeddings2023-09-22Code
4AnglE-LLaMA-7B0.8549NoAnglE-optimized Text Embeddings2023-09-22Code
5PromptEOL+CSE+OPT-13B0.8534NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
6PromptEOL+CSE+OPT-2.7B0.848NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
7PromCSE-RoBERTa-large (0.355B)0.8381NoImproved Universal Sentence Embeddings with Prom...2022-03-14Code
8SimCSE-RoBERTalarge0.8236NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
9Trans-Encoder-RoBERTa-large-cross (unsup.)0.8194NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
10Trans-Encoder-RoBERTa-large-bi (unsup.)0.8176NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
11Trans-Encoder-BERT-large-bi (unsup.)0.8137NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
12Trans-Encoder-RoBERTa-base-cross (unsup.)0.7903NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
13Trans-Encoder-BERT-base-bi (unsup.)0.779NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
14DiffCSE-BERT-base0.7647NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
15DiffCSE-RoBERTa-base0.7549NoDiffCSE: Difference-based Contrastive Learning f...2022-04-21Code
16SBERT-NLI-large0.7490000000000001NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
17Mirror-RoBERTa-base (unsup.)0.732NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
18Mirror-BERT-base (unsup.)0.713NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
19Dino (STSb/̄🦕)0.7125NoGenerating Datasets with Pretrained Language Mod...2021-04-15Code
20BERTlarge-flow (target)0.6942NoOn the Sentence Embeddings from Pre-trained Lang...2020-11-02Code
21IS-BERT-NLI0.6121NoAn Unsupervised Sentence Embedding Method by Mut...2020-09-25Code