3 papers
cs.CL2026
AdaMem: Adaptive User-Centric Memory for Long-Horizon Dialogue Agents
Shannan Yan, Jingchen Ni, Leqi Zheng +6
Large language model (LLM) agents increasingly rely on external memory to support long-horizon interaction, personalized assistance, and multi-step reasoning. However, existing mem…
cs.CL2025
Boosting Neural Language Inference via Cascaded Interactive Reasoning
Min Li, Chun Yuan
Natural Language Inference (NLI) focuses on ascertaining the logical relationship (entailment, contradiction, or neutral) between a given premise and hypothesis. This task presents…
cs.CL2025
Using External knowledge to Enhanced PLM for Semantic Matching
Min Li, Chun Yuan
Modeling semantic relevance has always been a challenging and critical task in natural language processing. In recent years, with the emergence of massive amounts of annotated data…