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News/Temporal Evidence-Parameter Co-Alignment for LLM Reasoning over Temporal Knowledge Graphs
arxiv
PublishedOctober 21, 2026 at 4:00 AM

Temporal Evidence-Parameter Co-Alignment for LLM Reasoning over Temporal Knowledge Graphs

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arXiv:2610.28176v1 Announce Type: cross Abstract: Large Language Models (LLMs) often struggle with temporally grounded reasoning because their static parametric memory is misaligned with the dynamic evolution of real-world knowledge. Although RAG and Parameter-Efficient Fine-Tuning (PEFT) provide pr

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