2 papers
cs.AI2026
STEC: Evidence Compression for Deep Search in Open-domain Multi-Hop QA
Xinkang Li, Rong Jiang, Xin Song +3
In open-domain multi-hop question answering (QA), LLM-based search agents offer a promising approach to knowledge-intensive QA by combining retrieval with reasoning. Existing metho…
cs.CL2025
Exemplar-Guided Planing: Enhanced LLM Agent for KGQA
Jingao Xu, Shuoyoucheng Ma, Xin Song +3
Large Language Models (LLMs) as interactive agents show significant promise in Knowledge Graph Question Answering (KGQA) but often struggle with the semantic gap between natural la…