Author

Xuming Hu

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#natural language process... Apr 2026

Correct Prediction, Wrong Steps? Consensus Reasoning Knowledge Graph for Robust Chain-of-Thought Synthesis

**CRAFT** (Consensus Reasoning knowledge graph Aggregation for Flaw-aware Trace synthesis), which aggregates the consensus components shared across multiple candidate reasoning traces to synthesize improved ones, consistently improves label-prediction accuracy on both logical and mathematical reasoning benchmarks.

Zi-Peng Ling, Shuliang Liu, Sheng-Hong Fu et al. · arXiv.org · 1 citation

#artificial intelligence Preprint Aug 2026

EviAnchor: Mitigating Hallucinations in Large Vision-Language Models via Regional Visual Evidence Compensation

EviAnchor is proposed, a training-free and single-branch inference framework that preserves and reactivates visual evidence throughout generation in large vision-language models and demonstrates consistent improvements in visual grounding.

Sihang Jia, Shuliang Liu, Song-Bo Yang et al. · 0 citations

#natural language process... Review Aug 2026

SemTrace: Source-Grounded Semantic Signatures for Tracing LLM Exposure to Protected Documents

SemTrace is introduced, a source-grounded semantic watermark for detecting whether a generated review was influenced by a known protected manuscript copy, and targets model-agnostic, assigned-copy exposure detection while keeping the watermark semantically tied to the source document.

Jun-Yan Zhang, Yuan Zeng, Yong-Wei Huang et al. · 0 citations