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SotA/Natural Language Processing/Semantic Textual Similarity/SICK

Semantic Textual Similarity on SICK

Metric: Spearman Correlation (higher is better)

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#Model↕Spearman Correlation▼Extra DataPaperDate↕Code
1PromCSE-RoBERTa-large (0.355B)0.8243NoImproved Universal Sentence Embeddings with Prom...2022-03-14Code
2PromptEOL+CSE+LLaMA-30B0.8238NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
3PromptEOL+CSE+OPT-13B0.8206NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
4SimCSE-RoBERTalarge0.8195NoSimCSE: Simple Contrastive Learning of Sentence ...2021-04-18Code
5PromptEOL+CSE+OPT-2.7B0.8129NoScaling Sentence Embeddings with Large Language ...2023-07-31Code
6SentenceBERT0.7462YesSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
7SRoBERTa-NLI-base0.7446NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
8SRoBERTa-NLI-large0.7429NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
9Dino (STS/̄🦕)0.7426NoGenerating Datasets with Pretrained Language Mod...2021-04-15Code
10SBERT-NLI-large0.7375NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
11SBERT-NLI-base0.7291NoSentence-BERT: Sentence Embeddings using Siamese...2019-08-27Code
12Trans-Encoder-BERT-base-bi (unsup.)0.7276NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
13Trans-Encoder-BERT-large-cross (unsup.)0.7192NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
14Trans-Encoder-RoBERTa-large-cross (unsup.)0.7163NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
15Trans-Encoder-BERT-large-bi (unsup.)0.7133NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
16Mirror-RoBERTa-base (unsup.)0.706NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
17Mirror-BERT-base (unsup.)0.703NoFast, Effective, and Self-Supervised: Transformi...2021-04-16Code
18Trans-Encoder-BERT-base-cross (unsup.)0.6952NoTrans-Encoder: Unsupervised sentence-pair modell...2021-09-27Code
19Dino (STSb/̄🦕)0.6809NoGenerating Datasets with Pretrained Language Mod...2021-04-15Code
20Rematch0.6772NoRematch: Robust and Efficient Matching of Local ...2024-04-02Code
21BERTbase-flow (NLI)0.6544NoOn the Sentence Embeddings from Pre-trained Lang...2020-11-02Code
22IS-BERT-NLI0.6425NoAn Unsupervised Sentence Embedding Method by Mut...2020-09-25Code