commit 7a70b241fdcaf41f3c8b97c3aaec7c067fe495f9 Author: ModelHub XC Date: Mon Apr 13 10:59:36 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: llm-jp/optimal-sparsity-math-d2048-E64-k16-26.4B-A7.1B Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..fd2b109 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,59 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 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 +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack 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 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+model-00005-of-00011.safetensors filter=lfs diff=lfs merge=lfs -text +model-00011-of-00011.safetensors filter=lfs diff=lfs merge=lfs -text +model-00009-of-00011.safetensors filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..2b002e9 --- /dev/null +++ b/README.md @@ -0,0 +1,31 @@ +--- +pipeline_tag: text-generation +library_name: transformers +license: apache-2.0 +tags: + - mixtral + - moe + - reasoning +--- + +# Optimal Sparsity of Mixture-of-Experts Language Models for Reasoning Tasks + +This repository contains model checkpoints from the paper [Optimal Sparsity of Mixture-of-Experts Language Models for Reasoning Tasks](https://huggingface.co/papers/2508.18672). + +For more details, including code and evaluation procedures, please refer to the official GitHub repository: [https://github.com/rioyokotalab/optimal-sparsity](https://github.com/rioyokotalab/optimal-sparsity) + +## How to cite + +If you find our work helpful, please feel free to cite the paper. + +```bibtex +@inproceedings{ + nakamura2026optimal, + title={Optimal Sparsity of Mixture-of-Experts Language Models for Reasoning Tasks}, + author={Taishi Nakamura and Satoki Ishikawa and Masaki Kawamura and Takumi Okamoto and Daisuke Nohara and Jun Suzuki and Rio Yokota}, + booktitle={The Fourteenth International Conference on Learning Representations}, + year={2026}, + url={https://openreview.net/forum?id=XFw2EPRUUR} +} +``` + diff --git a/config.json b/config.json new file mode 100644 index 0000000..3b6a329 --- /dev/null +++ b/config.json @@ -0,0 +1,32 @@ +{ + "architectures": [ + "MixtralForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 1, + "eos_token_id": 2, + "hidden_act": "silu", + "hidden_size": 2048, + "initializer_range": 0.02, + "intermediate_size": 4096, + "max_position_embeddings": 4096, + "mlp_bias": false, + "model_type": "mixtral", + "num_attention_heads": 16, + 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