Foresight-over-Graph: Reasoning Beyond Local Horizons for Knowledge Base Question Answering

cs.CL, cs.AI

Submitted: 2026-10-06

Updated: 2026-10-06

Comments: 25 pages, 10 figures. Accepted at NeurIPS 2026

Code: https://github.com/yhong7/FoG

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Sources

• UniKGQA: Unified Retrieval and Reasoning for Solving Multi-hop Question Answering Over Knowledge Graph
• Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation
• Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering
• NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes
• Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

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