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S. Bodapati

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#artificial intelligence Preprint Sep 2026

DualSQL: Text-to-SQL with Multi-Agent Reinforcement Learning

State-of-the-art Text-to-SQL systems are typically multi-agent pipelines centered around two fundamental tasks: schema linking and SQL generation. However, existing work trains separate models for each task, failing to leverage the synergy between these interrelated tasks. In this work, we propose DualSQL, a new Text-t...

Shi-Jie Chen, Yu Gan, Yeounoh Chung et al. · 0 citations
#natural language process... Preprint Sep 2026

SGD-KV: Summarization Guided KV Cache Compression

SGD-KV (Summarization-Guided KV Cache Compression), a head-aware framework that leverages a novel chunk-summarization diagnostic task to systematically identify and prioritize attention heads specialized in hierarchical information aggregation, is presented.

Ze-Yu Liu, Woo-Min Song, Xuandi Fu et al. · 0 citations

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