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Natural Language Processing
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Semantic Textual Similarity
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STS15
Semantic Textual Similarity on STS15
Metric: Spearman Correlation (higher is better)
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Model
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Spearman Correlation
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Extra Data
Paper
Date
↕
Code
1
PromptEOL+CSE+LLaMA-30B
0.9004
No
Scaling Sentence Embeddings with Large Language ...
2023-07-31
Code
2
AnglE-LLaMA-13B
0.8956
No
AnglE-optimized Text Embeddings
2023-09-22
Code
3
PromptEOL+CSE+OPT-13B
0.8952
No
Scaling Sentence Embeddings with Large Language ...
2023-07-31
Code
4
PromptEOL+CSE+OPT-2.7B
0.8951
No
Scaling Sentence Embeddings with Large Language ...
2023-07-31
Code
5
AnglE-LLaMA-7B-v2
0.8943
No
AnglE-optimized Text Embeddings
2023-09-22
Code
6
Trans-Encoder-RoBERTa-large-cross (unsup.)
0.8863
No
Trans-Encoder: Unsupervised sentence-pair modell...
2021-09-27
Code
7
Trans-Encoder-BERT-large-bi (unsup.)
0.8816
No
Trans-Encoder: Unsupervised sentence-pair modell...
2021-09-27
Code
8
PromCSE-RoBERTa-large (0.355B)
0.8808
No
Improved Universal Sentence Embeddings with Prom...
2022-03-14
Code
9
SimCSE-RoBERTalarge
0.8666
No
SimCSE: Simple Contrastive Learning of Sentence ...
2021-04-18
Code
10
Trans-Encoder-RoBERTa-base-cross (unsup.)
0.8577
No
Trans-Encoder: Unsupervised sentence-pair modell...
2021-09-27
Code
11
Trans-Encoder-BERT-base-bi (unsup.)
0.8508
No
Trans-Encoder: Unsupervised sentence-pair modell...
2021-09-27
Code
12
Trans-Encoder-BERT-base-cross (unsup.)
0.8444
No
Trans-Encoder: Unsupervised sentence-pair modell...
2021-09-27
Code
13
DiffCSE-BERT-base
0.839
No
DiffCSE: Difference-based Contrastive Learning f...
2022-04-21
Code
14
DiffCSE-RoBERTa-base
0.8281
No
DiffCSE: Difference-based Contrastive Learning f...
2022-04-21
Code
15
SRoBERTa-NLI-large
0.8185
No
Sentence-BERT: Sentence Embeddings using Siamese...
2019-08-27
Code
16
Mirror-BERT-base (unsup.)
0.814
No
Fast, Effective, and Self-Supervised: Transformi...
2021-04-16
Code
17
Dino (STSb/)
0.8049
No
Generating Datasets with Pretrained Language Mod...
2021-04-15
Code
18
Mirror-RoBERTa-base (unsup.)
0.798
No
Fast, Effective, and Self-Supervised: Transformi...
2021-04-16
Code
19
IS-BERT-NLI
0.7523
No
An Unsupervised Sentence Embedding Method by Mut...
2020-09-25
Code
20
BERTlarge-flow (target)
0.7492
No
On the Sentence Embeddings from Pre-trained Lang...
2020-11-02
Code