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nielsr HF Staff - opened
README.md
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pipeline_tag: image-text-to-text
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# UniMod
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**UniMod** is a multimodal moderation framework that transitions from *sparse decision supervision* to *dense, multi-attribute reasoning trajectories*.
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---
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## Introduction
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| Name | Type | Download |
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| **UniTrace** |
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| **UniRM** |
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| **UniReward** | | TBA |
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| **UniMod** | |
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* `--task`: Comma-separated list of evaluation benchmarks, including
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`harmbench`, `xstest`, `wildguard`, `toxic`, `aegis`, `spavl`, and `beaver`.
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---
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language:
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- en
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license: mit
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pipeline_tag: image-text-to-text
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library_name: transformers
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---
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# UniMod
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**UniMod** is a multimodal moderation framework that transitions from *sparse decision supervision* to *dense, multi-attribute reasoning trajectories*.
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[[Paper](https://huggingface.co/papers/2602.02536)] [[Code](https://github.com/Carol-gutianle/UniMod)] [[Project Page](https://trustworthylab.github.io/UniMod/)]
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---
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## Introduction
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| Name | Type | Download |
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|------|------|----------|
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| **UniTrace** | Dataset | TBA |
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| **UniRM** | Model | [UniRM](https://huggingface.co/Carol0110/UniRM) |
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| **UniReward** | Dataset | TBA |
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| **UniMod** | Model | [UniMod-3B](https://huggingface.co/Carol0110/UniMod-3B) |
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---
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* `--task`: Comma-separated list of evaluation benchmarks, including
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`harmbench`, `xstest`, `wildguard`, `toxic`, `aegis`, `spavl`, and `beaver`.
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---
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## Citation
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```bibtex
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@misc{gu2026sparsedecisionsdensereasoning,
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title={From Sparse Decisions to Dense Reasoning: A Multi-attribute Trajectory Paradigm for Multimodal Moderation},
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author={Tianle Gu and Kexin Huang and Lingyu Li and Ruilin Luo and Shiyang Huang and Zongqi Wang and Yujiu Yang and Yan Teng and Yingchun Wang},
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year={2026},
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eprint={2602.02536},
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archivePrefix={arXiv},
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primaryClass={cs.LG},
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url={https://arxiv.org/abs/2602.02536},
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}
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```
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