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cs.CL2026
Dense Contexts Are Hard Contexts: Lexical Density Limits Effective Context in LLMs
Giovanni Dettori, Matteo Boffa, Danilo Giordano +2
Input length and the position of relevant information are widely cited as the primary causes of degraded LLM long-context performance. Here, we study lexical density -- the rate at…
cs.CL2025★ 1 cited
Large-Scale Constraint Generation -- Can LLMs Parse Hundreds of Constraints?
Matteo Boffa, Jiaxuan You
Recent research has explored the constrained generation capabilities of Large Language Models (LLMs) when explicitly prompted by few task-specific requirements. In contrast, we int…