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Context Length Alone Hurts LLM Performance Despite Perfect Retrieval

Yufeng Du, Minyang Tian, Srikanth Ronanki, Subendhu Rongali, Sravan Bodapati, Aram Galstyan, Azton Wells, Roy Schwartz, E. A. Huerta, Hao Peng

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Abstract

Yufeng Du, Minyang Tian, Srikanth Ronanki, Subendhu Rongali, Sravan Babu Bodapati, Aram Galstyan, Azton Wells, Roy Schwartz, Eliu A Huerta, Hao Peng. Findings of the Association for Computational Linguistics: EMNLP 2025. 2025.

Topics & Concepts

Context (archaeology)Computer scienceArtificial intelligenceAssociation (psychology)Set (abstract data type)Information retrievalPsychologyEpistemologySelection (genetic algorithm)AlgorithmTopic ModelingNatural Language Processing TechniquesText Readability and Simplification