dialogue systems 1memory tracing 1multi-hop reasoning 1multi-turn conversation 1retrieval-augmented generation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CL2026
CMT-RAG: Complementary Memory Traces for Multi-turn Multi-hop RAG
Lang Zhou, Yingjian Chen, Shuxuan Li +2
The paper proposes CMT-RAG, a framework that stores structured sub-question reasoning traces as memory to improve multi-turn, multi-hop retrieval‑augmented generation, and introduc…
cs.LG2026
Bridging Domain Expertise and Generalization for Performance Estimation
Shuxuan Li, Zhilin Zhao, Quyu Kong +1
Performance estimation under distribution shift aims to predict how a model behaves on an unlabeled test set whose distribution differs from the training data, a scenario that requ…
cs.CL2026
UT-ACA: Uncertainty-Triggered Adaptive Context Allocation for Long-Context Inference
Lang Zhou, Shuxuan Li, Zhuohao Li +3
Long-context inference remains challenging for large language models due to attention dilution and out-of-distribution degradation. Context selection mitigates this limitation by a…