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Author

Yi Cai

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Preprint Sep 2026

SciGen-Verifier: A Multimodal Reasoner for Explainable Verification in Scientific Image Generation

SciGen-Verifier is constructed, a reasoning-driven multimodal verifier trained via cold-start supervised fine-tuning followed by a curriculum-based two-stage reinforcement learning pipeline that achieves competitive performance against much larger proprietary models.

Jia-Li Chen, Zheng-Teng Lin, Zu-Qi Wang et al. · 0 citations
Book Open access Jul 2026

Beyond Maintenance: A Benchmark and Multi-Agent Framework for Repository-Usage Code Generation

RUCACoder is proposed, a closed-loop multi-agent framework with a Retriever for hierarchical repository exploration, a Verifier for reranking and validation, and a Coder for feedback-driven script synthesis that consistently outperforms strong retrieval and generation baselines.

Kaitao Lin, Songwen Gong, Adam Jatowt et al. · 1 citation

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