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README.md
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---
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- alignment
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- evaluation
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- preference-learning
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- ripd
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base_model: sirev/Gemma-2b-Uncensored-v1
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datasets:
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- ZDCSlab/ripd-dataset
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---
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# ZDCSlab/ripd-anthropic-saferlhf-gemma-2b-uncensored-v1-biased-bt
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This checkpoint is part of the artifact release for
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**“Rubrics as an Attack Surface: Stealthy Preference Drift in LLM Judges.”**
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It is a policy model trained under a specific rubric condition to study how evaluation-time preference drift propagates into downstream alignment.
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---
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## Configuration
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- **Setting:** anthropic-saferlhf
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- **Base model:** [Gemma-2b-Uncensored-v1](https://huggingface.co/sirev/Gemma-2b-Uncensored-v1)
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- **Label condition:** biased
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- **Training data:** Bench + Target (mixed)
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- **Objective:** Direct Preference Optimization (DPO)
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The `biased` condition corresponds to preference labels generated by an LLM judge under the `biased` rubric variant.
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---
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## Intended Use
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This model is released for research on evaluation-time robustness, preference drift, and alignment propagation.
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It is not intended for production deployment.
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---
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## Resources
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- 📄 Paper: https://www.arxiv.org/pdf/2602.13576
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- 💻 Code & Evaluation Pipeline: https://github.com/ZDCSlab/Rubrics-as-an-Attack-Surface
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- 📊 Dataset: https://huggingface.co/datasets/ZDCSlab/ripd-dataset
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