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Model: sail/Llama-3-Base-8B-DICE-Iter1 Source: Original Platform
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README.md
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README.md
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---
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datasets:
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- HuggingFaceH4/ultrafeedback_binarized
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language:
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- en
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library_name: transformers
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license: mit
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pipeline_tag: text-generation
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---
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# Llama-3-Base-8B-DICE-Iter1
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This model was developed using [Bootstrapping Language Models with DPO Implicit Rewards](https://arxiv.org/abs/2406.09760) (DICE) at iteration 1, based on the [princeton-nlp/Llama-3-Base-8B-SFT-DPO](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-SFT-DPO) architecture as the starting point.
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## Links to Other Models
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- [Llama-3-Base-8B-DICE-Iter1](https://huggingface.co/sail/Llama-3-Base-8B-DICE-Iter1)
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- [Llama-3-Base-8B-DICE-Iter2](https://huggingface.co/sail/Llama-3-Base-8B-DICE-Iter2)
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## Model Description
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- Model type: An 8B parameter GPT-like model fine-tuned on synthetic datasets.
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- Language(s) (NLP): Primarily English
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- License: MIT
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- Fine-tuned from model: princeton-nlp/Llama-3-Base-8B-SFT-DPO
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## [AlpacaEval Leaderboard Evaluation Results](https://tatsu-lab.github.io/alpaca_eval/)
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| Model | LC. Win Rate | Win Rate |
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|-------------------------------------------|:------------:|:--------:|
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|[Llama-3-Base-8B-SFT-DPO](https://huggingface.co/princeton-nlp/Llama-3-Base-8B-SFT-DPO) |18.20 |15.50
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|[Llama-3-Base-8B-DICE-Iter1](https://huggingface.co/sail/Llama-3-Base-8B-DICE-Iter1) |25.08 |25.77
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|[Llama-3-Base-8B-DICE-Iter2](https://huggingface.co/sail/Llama-3-Base-8B-DICE-Iter2) |**27.55** |**30.99**
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## Code
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https://github.com/sail-sg/dice
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## Citation
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```bibtex
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@article{chen2024bootstrapping,
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title={Bootstrapping Language Models with DPO Implicit Rewards},
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author={Chen, Changyu and Liu, Zichen and Du, Chao and Pang, Tianyu and Liu, Qian and Sinha, Arunesh and Varakantham, Pradeep and Lin, Min},
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journal={arXiv preprint arXiv:2406.09760},
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year={2024}
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}
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```
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"architectures": [
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"LlamaForCausalLM"
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],
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23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
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||||
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410563
tokenizer.json
Normal file
410563
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
2065
tokenizer_config.json
Normal file
2065
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
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