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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Qirui Chen

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#natural language process... Preprint Jul 2026

Reflective Recovery: A Self-Supervised Method for Reasoning by Learning from Mistakes

Reflective Recovery is proposed, a simple yet effective self-supervised approach that transforms failed reasoning attempts into recovery training data and enables models to develop emergent self-correction behaviors, representing a paradigm shift from outcome-oriented memorization to process-oriented reflective reasoni...

Qi-Rui Chen, Ren-Jie Pi, Jia-Hui Gao et al. · 0 citations
Conference Open access 2026

SpecCache: Speculative KV Cache Reuse for Efficient RAG Serving

This work finds that the deep-layer features of a lightweight speculative model exhibit strong consistency with the target model in the selection of critical tokens for recomputation, and proposes SpecCache, which employs deep-layer hidden-state norms from a speculative model as a proxy to guide the critical token sele...

Zijian Wen, Tao Zhang, Shuangwu Chen et al. · 1 citation

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