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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

Jianbin Jiao

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Book Open access Nov 2026

Redundancy-Aware Self-Consistency for Efficient LLM Reasoning

Large language models increasingly solve multi-step reasoning tasks, where a single sampled chain of reasoning is frequently unreliable. Reaching a correct answer therefore requires aggregating many sampled reasoning paths into one trustworthy decision. The dominant family, self-consistency and its sampling-and-voting...

Hao Chen, Xinke Jiang, Kai-Qi Huang et al. · 0 citations
#artificial intelligence Open access Jun 2025

Evidence-Grounded Trustworthy Multimodal Reasoning and Evaluation Benchmark in Complex Urban Scenes

Evidence-grounded visual reasoning (EGVOR) is proposed, departing from implicit inference, EGVOR reformulates reasoning as the explicit generation of Evidence Atoms–structured triplets that enforce strict spatial-semantic alignment.

Zhao-Yang Wei, Bo-Wen Jiang, Xumeng Han et al. · 6 citations · ⚡1

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