commit 649dad530cdbd84ae23880929f7898398c42189f Author: ModelHub XC Date: Thu May 21 21:44:12 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: cais/Zephyr_RMU Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..48997bc --- /dev/null +++ b/.gitattributes @@ -0,0 +1,38 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +model-00001-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text +model-00002-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text +model-00003-of-00003.safetensors filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..d9b48d7 --- /dev/null +++ b/README.md @@ -0,0 +1,49 @@ +--- +license: mit +language: +- en +datasets: +- cais/wmdp +- cais/wmdp-corpora +pipeline_tag: text-generation +arxiv: +- arxiv.org/abs/2403.03218 +library_name: transformers +--- + + +# Zephyr RMU + +Zephyr 7B model with hazardous knowledge about biosecurity and cybersecurity "unlearned" using Representation Misdirection for Unlearning (RMU). For more details, please check [our paper](https://arxiv.org/abs/2403.03218). + +## Model sources +- Base model: [zephyr-7B-beta](https://huggingface.co/HuggingFaceH4/zephyr-7b-beta) +- Repository: [https://github.com/centerforaisafety/wmdp](https://github.com/centerforaisafety/wmdp) +- Website: [https://www.wmdp.ai/](https://www.wmdp.ai/) +- Corpora used for unlearning: [https://huggingface.co/datasets/cais/wmdp-corpora](https://huggingface.co/datasets/cais/wmdp-corpora) + +## Performance + +Zephyr RMU has been evaluated on [WMDP](https://huggingface.co/datasets/cais/wmdp), [MMLU](https://huggingface.co/datasets/cais/mmlu) and [MT-Bench](https://huggingface.co/spaces/lmsys/mt-bench). Higher accuracy on MMLU and MT-Bench, and lower accuracy on WMDP are preferred. + +| | WMDP-Bio | WMDP-Cyber | MMLU | MT-Bench | +|------------|:---------:|:----------:|:------:|:--------:| +| Zephyr 7B | 63.7 | 44.0 | 58.1 | 7.33 | +| Zephyr RMU | 31.2 | 28.2 | 57.1 | 7.10 | + + + +## Citation + +If you find this useful in your research, please consider citing our paper: + +``` +@misc{li2024wmdp, + title={The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning}, + author={Nathaniel Li and Alexander Pan and Anjali Gopal and Summer Yue and Daniel Berrios and Alice Gatti and Justin D. Li and Ann-Kathrin Dombrowski and Shashwat Goel and Long Phan and Gabriel Mukobi and Nathan Helm-Burger and Rassin Lababidi and Lennart Justen and Andrew B. Liu and Michael Chen and Isabelle Barrass and Oliver Zhang and Xiaoyuan Zhu and Rishub Tamirisa and Bhrugu Bharathi and Adam Khoja and Zhenqi Zhao and Ariel Herbert-Voss and Cort B. Breuer and Sam Marks and Oam Patel and Andy Zou and Mantas Mazeika and Zifan Wang and Palash Oswal and Weiran Liu and Adam A. Hunt and Justin Tienken-Harder and Kevin Y. Shih and Kemper Talley and John Guan and Russell Kaplan and Ian Steneker and David Campbell and Brad Jokubaitis and Alex Levinson and Jean Wang and William Qian and Kallol Krishna Karmakar and Steven Basart and Stephen Fitz and Mindy Levine and Ponnurangam Kumaraguru and Uday Tupakula and Vijay Varadharajan and Yan Shoshitaishvili and Jimmy Ba and Kevin M. Esvelt and Alexandr Wang and Dan Hendrycks}, + year={2024}, + eprint={2403.03218}, + archivePrefix={arXiv}, + primaryClass={cs.LG} +} +``` \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..7242ec7 --- /dev/null +++ b/config.json @@ -0,0 +1,27 @@ +{ + "_name_or_path": "HuggingFaceH4/zephyr-7b-beta", + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_theta": 10000.0, + "sliding_window": 4096, + "tie_word_embeddings": false, + "torch_dtype": "bfloat16", + "transformers_version": "4.38.2", + "use_cache": true, + "vocab_size": 32000 +} diff --git a/configuration.json 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