5 papers
Boundary-Aware NL2SQL: Integrating Reliability through Hybrid Reward and Data Synthesis
Songsong Tian, Kongsheng Zhuo, Zhendong Wang +3
In this paper, we present BAR-SQL (Boundary-Aware Reliable NL2SQL), a unified training framework that embeds reliability and boundary awareness directly into the generation process…
PEVLM: Parallel Encoding for Vision-Language Models
Letian Kang, Shixian Luo, Yiqiang Li +5
Vision-Language Models (VLMs) have demonstrated strong capabilities in multimodal understanding and generation tasks. However, their application to long video understanding remains…
Beyond Templates: Dynamic Adaptation of Reasoning Demonstrations via Feasibility-Aware Exploration
Yong Wu, Weihang Pan, Ke Li +3
Large language models (LLMs) have shown remarkable reasoning capabilities, yet aligning such abilities to small language models (SLMs) remains a challenge due to distributional mis…
LiveLongBench: Tackling Long-Context Understanding for Spoken Texts from Live Streams
Yongxuan Wu, Runyu Chen, Peiyu Liu +1
Long-context understanding poses significant challenges in natural language processing, particularly for real-world dialogues characterized by speech-based elements, high redundanc…
Cognitive Memory in Large Language Models
Lianlei Shan, Shixian Luo, Zezhou Zhu +2
This paper examines memory mechanisms in Large Language Models (LLMs), emphasizing their importance for context-rich responses, reduced hallucinations, and improved efficiency. It…