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@@ -14,7 +14,38 @@ This repository contains the code and released models for our paper [SimPO: Simp
- [Citation](#citation)
## Released Models
Below is the full list of models that we evaluate in our preprint.
| models | | AE2 LC | AE2 WR | AH |
|------------------------------|-----------------------------------------------------------------------------------------------------------|:------:|:------:|:----:|
| Mistral Base 7B SFT | [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) | 8.4 | 6.2 | 1.3 |
| Mistral Base 7B DPO (Zephyr) | [princeton-nlp/Mistral-7B-Base-SFT-DPO](https://huggingface.co/princeton-nlp/Mistral-7B-Base-SFT-DPO) | 15.1 | 12.5 | 10.4 |
| Mistral Base 7B IPO | [princeton-nlp/Mistral-7B-Base-SFT-IPO](https://huggingface.co/princeton-nlp/Mistral-7B-Base-SFT-IPO) | 11.8 | 9.4 | 7.5 |
| Mistral Base 7B KTO | [princeton-nlp/Mistral-7B-Base-SFT-KTO](https://huggingface.co/princeton-nlp/Mistral-7B-Base-SFT-KTO) | 13.1 | 9.1 | 5.6 |
| Mistral Base 7B ORPO | [kaist-ai/mistral-orpo-beta](https://huggingface.co/kaist-ai/mistral-orpo-beta) | 14.7 | 12.2 | 7.0 |
| Mistral Base 7B R-DPO | [princeton-nlp/Mistral-7B-Base-SFT-RDPO](https://huggingface.co/princeton-nlp/Mistral-7B-Base-SFT-RDPO) | 17.4 | 12.8 | 9.9 |
| Mistral Base 7B SimPO | [princeton-nlp/Mistral-7B-Base-SFT-SimPO](https://huggingface.co/princeton-nlp/Mistral-7B-Base-SFT-SimPO) | 21.4 | 20.8 | 16.6 |
| Mistral Instruct 7B SFT | [mistralai/Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2) | 17.1 | 14.7 | 12.6 |
| Mistral Instruct 7B DPO | [princeton-nlp/Mistral-7B-Instruct-DPO](https://huggingface.co/princeton-nlp/Mistral-7B-Instruct-DPO) | 26.8 | 24.9 | 16.3 |
| Mistral Instruct 7B IPO | [princeton-nlp/Mistral-7B-Instruct-IPO](https://huggingface.co/princeton-nlp/Mistral-7B-Instruct-IPO) | 20.3 | 20.3 | 16.2 |
| Mistral Instruct 7B KTO | [princeton-nlp/Mistral-7B-Instruct-KTO](https://huggingface.co/princeton-nlp/Mistral-7B-Instruct-KTO) | 24.5 | 23.6 | 17.9 |
| Mistral Instruct 7B ORPO | [princeton-nlp/Mistral-7B-Instruct-ORPO](https://huggingface.co/princeton-nlp/Mistral-7B-Instruct-ORPO) | 24.5 | 24.9 | 20.8 |
| Mistral Instruct 7B R-DPO | [princeton-nlp/Mistral-7B-Instruct-RDPO](https://huggingface.co/princeton-nlp/Mistral-7B-Instruct-RDPO) | 27.3 | 24.5 | 16.1 |
| Mistral Instruct 7B SimPO | [princeton-nlp/Mistral-7B-Instruct-SimPO](https://huggingface.co/princeton-nlp/Mistral-7B-Instruct-SimPO) | 32.1 | 34.8 | 21.0 |
| Llama3 Base 8B SFT | [princeton-nlp/Llama-3-Base-8B-SFT](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-SFT) | 6.2 | 4.6 | 3.3 |
| Llama3 Base 8B DPO | [princeton-nlp/Llama-3-Base-8B-DPO](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-DPO) | 18.2 | 15.5 | 15.9 |
| Llama3 Base 8B IPO | [princeton-nlp/Llama-3-Base-8B-IPO](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-IPO) | 14.4 | 14.2 | 17.8 |
| Llama3 Base 8B KTO | [princeton-nlp/Llama-3-Base-8B-KTO](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-KTO) | 14.2 | 12.4 | 12.5 |
| Llama3 Base 8B ORPO | [princeton-nlp/Llama-3-Base-8B-ORPO](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-ORPO) | 12.2 | 10.6 | 10.8 |
| Llama3 Base 8B R-DPO | [princeton-nlp/Llama-3-Base-8B-RDPO](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-RDPO) | 17.6 | 14.4 | 17.2 |
| Llama3 Base 8B SimPO | [princeton-nlp/Llama-3-Base-8B-SimPO](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-SimPO) | 22.0 | 20.3 | 23.4 |
| Llama3 Instruct 8B SFT | [meta-llama/Meta-Llama-3-Instruct-8B](https://huggingface.co/meta-llama/Meta-Llama-3-Instruct-8B) | 26.0 | 25.3 | 22.3 |
| Llama3 Instruct 8B DPO | [princeton-nlp/Llama-3-Instruct-8B-DPO](https://huggingface.co/princeton-nlp/Llama-3-Instruct-8B-DPO) | 40.3 | 37.9 | 32.6 |
| Llama3 Instruct 8B IPO | [princeton-nlp/Llama-3-Instruct-8B-IPO](https://huggingface.co/princeton-nlp/Llama-3-Instruct-8B-IPO) | 35.6 | 35.6 | 30.5 |
| Llama3 Instruct 8B KTO | [princeton-nlp/Llama-3-Instruct-8B-KTO](https://huggingface.co/princeton-nlp/Llama-3-Instruct-8B-KTO) | 33.1 | 31.8 | 26.4 |
| Llama3 Instruct 8B ORPO | [princeton-nlp/Llama-3-Instruct-8B-ORPO](https://huggingface.co/princeton-nlp/Llama-3-Instruct-8B-ORPO) | 28.5 | 27.4 | 25.8 |
| Llama3 Instruct 8B R-DPO | [princeton-nlp/Llama-3-Instruct-8B-RDPO](https://huggingface.co/princeton-nlp/Llama-3-Instruct-8B-RDPO) | 41.1 | 37.8 | 33.1 |
| Llama3 Instruct 8B SimPO | [princeton-nlp/Llama-3-Instruct-8B-SimPO](https://huggingface.co/princeton-nlp/Llama-3-Instruct-8B-SimPO) | 44.7 | 40.5 | 33.8 |
## Install Requirements