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Author

Jinxuan Fang

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Aug 2026

MGIT: Multi-Granularity implicit temporal framework for knowledge graph question answering

A Multi-Granularity Implicit Temporal (MGIT) framework that enhances temporal representation and reasoning by modeling implicit temporal dependencies across different granularities is proposed, highlighting its effectiveness in capturing implicit temporal information and enhancing multi-granularity temporal reasoning.

Jinxuan Fang, Ling Lu, Xiaoyang Liu · 0 citations
Preprint Aug 2026

Unified Multi-Dimensional Benchmark for Complex Graph Reasoning in Large Language Models

A five-stage semi-automatic framework for constructing complex graph reasoning benchmarks that serves as a challenging and diagnostic benchmark for graph reasoning and provides empirical guidance for future enhancement methods is proposed.

Fali Wang, Ali Al-Lawati, Iliyas Bektas et al. · 0 citations

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