commit 37fab807b6d9ce6f4954fe2e41825c310329dbfe Author: ModelHub XC Date: Wed May 6 18:59:49 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: XueZhang-bjtu/M-Thinker-7B-Iter2 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..8208d58 --- /dev/null +++ b/README.md @@ -0,0 +1,50 @@ +--- +license: apache-2.0 +language: +- en +- zh +- es +- ar +- vi +- ja +- ko +- fr +- pt +- th +tags: +- O1-like model +- Math +pipeline_tag: text-generation +--- + + +This repository contains the resources for our **paper** [Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning](https://arxiv.org/pdf/2510.07300) + +Large Reasoning Models (LRMs) have achieved remarkable performance on complex reasoning tasks by adopting the "think-then-answer" paradigm, which enhances both accuracy and interpretability. However, current LRMs exhibit two critical limitations when processing non-English languages: (1) They often struggle to maintain input-output language consistency; (2) They generally perform poorly with wrong reasoning paths and lower answer accuracy compared to English. These limitations significantly degrade the user experience for non-English speakers and hinder the global deployment of LRMs. To address these limitations, we propose M-Thinker, which is trained by the GRPO algorithm that involves a **Language Consistency (LC) reward** and a novel **Cross-lingual Thinking Alignment (CTA) reward**. Specifically, the LC reward defines a strict constraint on the language consistency between the input, thought, and answer. Besides, the CTA reward compares the model's non-English reasoning paths with its English reasoning path to transfer its own reasoning capability from English to non-English languages. Through an iterative RL procedure, our M-Thinker-1.5B/7B models not only achieve nearly 100% language consistency and superior performance on two multilingual benchmarks (MMATH and PolyMath), but also exhibit excellent generalization on out-of-domain languages. + + + + +| Model Access | Backbone | Training data Access | +| :-- | :-- | :-- | + M-Thinker-7B-Iter2 (👍👍)   | M-Thinker-7B-Iter1 | [M-Thinker-7B-RL-Iter2-data](https://huggingface.co/datasets/XueZhang-bjtu/M-Thinker-7B-RL-Iter2-data) + M-Thinker-7B-Iter1 (👍) | [7B-cold-start-SFT](https://huggingface.co/XueZhang-bjtu/7B-cold-start-SFT) | [M-Thinker-7B-RL-Iter1-data](https://huggingface.co/datasets/XueZhang-bjtu/M-Thinker-7B-RL-Iter1-data) + [7B-cold-start-SFT](https://huggingface.co/XueZhang-bjtu/7B-cold-start-SFT) | [DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B)   | [M-Thinker-SFT-data](https://huggingface.co/datasets/XueZhang-bjtu/M-Thinker-SFT-data) + M-Thinker-1.5B-Iter2 (👍👍) | M-Thinker-1.5B-Iter1 | [M-Thinker-1.5B-RL-Iter2-data](https://huggingface.co/datasets/XueZhang-bjtu/M-Thinker-1.5B-RL-Iter2-data) + M-Thinker-1.5B-Iter1 (👍) | [1.5B-cold-start-SFT](https://huggingface.co/XueZhang-bjtu/1.5B-cold-start-SFT) | [M-Thinker-1.5B-RL-Iter1-data](https://huggingface.co/datasets/XueZhang-bjtu/M-Thinker-1.5B-RL-Iter1-data) + [1.5B-cold-start-SFT](https://huggingface.co/XueZhang-bjtu/1.5B-cold-start-SFT) | [DeepSeek-R1-Distill-Qwen-1.5B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B) | [M-Thinker-SFT-data](https://huggingface.co/datasets/XueZhang-bjtu/M-Thinker-SFT-data) + + + +If you find this work useful, please consider citing our paper: +``` +@misc{zhang2025thinknativelyunlockingmultilingual, + title={Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning}, + author={Xue Zhang and Yunlong Liang and Fandong Meng and Songming Zhang and Kaiyu Huang and Yufeng Chen and Jinan Xu and Jie Zhou}, + year={2025}, + eprint={2510.07300}, + archivePrefix={arXiv}, + primaryClass={cs.CL}, + url={https://arxiv.org/abs/2510.07300}, +} +``` \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..c2066bd --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1 @@ +{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<｜User｜>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first 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