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Model: KhanCold/qwen3-8b-spader
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---
license: apache-2.0
library_name: transformers
pipeline_tag: text-generation
---
# SPADER: Step-wise Peer Advantage with Diversity-Aware Exploration Rewards for Multi-Answer Question Answering
This is the `qwen3-8b-spader` checkpoint presented in [SPADER: Step-wise Peer Advantage with Diversity-Aware Exploration Rewards for Multi-Answer Question Answering](https://huggingface.co/papers/2606.00593).
SPADER is a reinforcement learning framework for long-horizon tool use in Multi-Answer QA. It includes Step-wise Peer Advantage (SPA), a critic-free step-level credit assignment mechanism that aligns parallel trajectories by decision step and estimates advantages from peer returns. It also includes a diversity-aware exploration reward that promotes long-tail entity discovery by upweighting rare findings and downweighting redundant ones.
## Links
- **Paper**: [arXiv:2606.00593](https://huggingface.co/papers/2606.00593)
- **Code**: [GitHub Repository](https://github.com/KhanCold/spader)
## Citation
```bibtex
@misc{shi2026spaderstepwisepeeradvantage,
title={SPADER: Step-wise Peer Advantage with Diversity-Aware Exploration Rewards for Multi-Answer Question Answering},
author={Qiming Shi and Zhaolu Kang and Yunfan Zhou and Di Weng and Yingcai Wu},
year={2026},
eprint={2606.00593},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2606.00593},
}
```