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Model: llm-jp/optimal-sparsity-math-d2048-E64-k16-26.4B-A7.1B Source: Original Platform
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---
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pipeline_tag: text-generation
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library_name: transformers
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license: apache-2.0
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tags:
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- mixtral
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- moe
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- reasoning
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---
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# Optimal Sparsity of Mixture-of-Experts Language Models for Reasoning Tasks
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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).
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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)
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## How to cite
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If you find our work helpful, please feel free to cite the paper.
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```bibtex
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@inproceedings{
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nakamura2026optimal,
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title={Optimal Sparsity of Mixture-of-Experts Language Models for Reasoning Tasks},
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author={Taishi Nakamura and Satoki Ishikawa and Masaki Kawamura and Takumi Okamoto and Daisuke Nohara and Jun Suzuki and Rio Yokota},
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booktitle={The Fourteenth International Conference on Learning Representations},
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year={2026},
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url={https://openreview.net/forum?id=XFw2EPRUUR}
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}
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```
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config.json
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{
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"architectures": [
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"MixtralForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 2048,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"max_position_embeddings": 4096,
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"mlp_bias": false,
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"model_type": "mixtral",
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"num_attention_heads": 16,
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"num_experts_per_tok": 16,
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"num_hidden_layers": 16,
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"num_key_value_heads": 16,
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"num_local_experts": 64,
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"output_router_logits": false,
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000,
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"router_aux_loss_coef": 0.01,
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"router_jitter_noise": 0.0,
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"sliding_window": null,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.46.0",
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"use_cache": true,
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"vocab_size": 99584
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}
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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{
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"bos_token": "<s>",
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"cls_token": "<CLS|LLM-jp>",
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"eod_token": "</s>",
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"eos_token": "</s>",
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"mask_token": "<MASK|LLM-jp>",
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"sep_token": "<SEP|LLM-jp>",
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"unk_token": "<unk>"
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}
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"add_bos_token": true,
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"add_eos_token": false,
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"unk_token": "<unk>",
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"pad_token": "<PAD|LLM-jp>",
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"tokenizer_class": "PreTrainedTokenizerFast"
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}
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