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Add LLaMA-Based Supervised Models #2

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ee92603
add supervised models
SeanLee97 Oct 18, 2023
dcd4812
add simcse llama
SeanLee97 Oct 18, 2023
6fb4830
add angle url
SeanLee97 Oct 18, 2023
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10 changes: 10 additions & 0 deletions README.md
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Expand Up @@ -8,6 +8,7 @@ The leaderboard of Unsupervised STS is also available.
* [BERT-large](https://github.com/Doragd/Awesome-Sentence-Embedding#bert-large)
* [RoBERTa-base](https://github.com/Doragd/Awesome-Sentence-Embedding#roberta-base)
* [RoBERTa-large](https://github.com/Doragd/Awesome-Sentence-Embedding#roberta-large)
* [Supervised STS leaderboard](https://github.com/Doragd/Awesome-Sentence-Embedding#supervised-sts-leaderboard)
* [Related Papers](https://github.com/Doragd/Awesome-Sentence-Embedding#related-Papers)
* [Main Track of Sentence Embeddings](https://github.com/Doragd/Awesome-Sentence-Embedding#main-track-of-sentence-embeddings)
* [Others Track of Sentence Embeddings](https://github.com/Doragd/Awesome-Sentence-Embedding#others-track-of-sentence-embeddings)
Expand Down Expand Up @@ -146,6 +147,14 @@ You can search by model name (alias) to find the corresponding paper in the [Rel
|CARDS|74.63|86.27|79.25|85.93|83.17|83.86|72.77|80.84|
|SNCSE|73.71|86.73|80.35|86.8|83.06|84.31|77.43|81.77|


## Supervised STS leaderboard
### LLaMA
|Methods|STS12|STS13|STS14|STS15|STS16|STS-B|SICK-R|avg.|
|:----|:----|:----|:----|:----|:----|:----|:----|:----|
|SimCSE-LLaMA-7B|78.39|89.95|84.80|88.50|86.04|87.86|81.11|85.24|
|AnglE-LLaMA-7B|78.68|90.58|85.49|89.56|86.91|88.92|81.18|85.90|

## Related Papers
### Main Track of Sentence Embeddings
```
Expand Down Expand Up @@ -283,3 +292,4 @@ Tips:
- 【ICLR2023】 Self-Consistent Learning: Cooperation between Generators and Discriminators
- 【TMLR2022】 Unsupervised dense information retrieval with contrastive learning
- 【NAACL2021】 Supporting Clustering with Contrastive Learning
- 【Preprint】 [AnglE: Angle-optimized Text Embeddings](https://arxiv.org/abs/2309.12871)