DiffCSE-BERT-base

Reported on 5 benchmarks across 1 task · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing5 results

Semantic Textual SimilarityonSTS14
Spearman Correlation· 2022-04-21
0.7647
best: 0.8689 (AnglE-LLaMA-13B)
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings arXiv:2204.10298
Semantic Textual SimilarityonSTS15
Spearman Correlation· 2022-04-21
0.839
best: 0.9004 (PromptEOL+CSE+LLaMA-30B)
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings arXiv:2204.10298
Semantic Textual SimilarityonSTS13
Spearman Correlation· 2022-04-21
0.8443
best: 0.9058 (AnglE-LLaMA-7B)
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings arXiv:2204.10298
Semantic Textual SimilarityonSTS12
Spearman Correlation· 2022-04-21
0.7228
best: 0.802 (PromptEOL+CSE+OPT-13B)
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings arXiv:2204.10298
Semantic Textual SimilarityonSTS16
Spearman Correlation· 2022-04-21
0.8054
best: 0.87 (AnglE-LLaMA-7B-v2)
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings arXiv:2204.10298