2 papers
cs.AI2026
Advancing Multimodal Agent Reasoning with Long-Term Neuro-Symbolic Memory
Rongjie Jiang, Jianwei Wang, Gengda Zhao +3
Recent advances in large language models have driven the emergence of intelligent agents operating in open-world, multimodal environments. To support long-term reasoning, such agen…
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…