2 papers
cs.AI2026
SALA: Semantic-Aware Logical Alignment for Complex Reasoning in In-Context Learning
Zhao Ji, Wenqing Chen, Zhixuan Chu +4
Effective in-context learning (ICL) for complex reasoning relies on selecting the right demonstrations. Traditional retrieval methods based on surface similarity fail to capture th…
cs.AI2026
PonsRAG: A Pons-Inspired RAG Bridging Cognitive Islands for Coordinated Long Narrative Reasoning
Rongchen Zhao, Yu Chen, Juyuan Wang +4
Long Narrative Reasoning is an essential capability for processing and reasoning over complex narratives. While retrieval-augmented generation provides a promising framework, exist…