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Hugues Clouatre

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#large language models Open access Sep 2026

Ceiling Effects and Convergence: Null Results for Instruction Repetition in LLM-Agent Pipelines

Context: Prompt repetition, the verbatim duplication of an input transforming into , has been shown to improve accuracy for non-reasoning large language models on retrieval and multiple-choice benchmarks [Leviathan et al., 2025]. Objective: We ask whether applying this analogous pattern to fixed delegate instructions p...

Hugues Clouatre · 0 citations
#large language models Open access Sep 2026

Ceiling Effects and Convergence: Null Results for Instruction Repetition in LLM-Agent Pipelines

Context: Prompt repetition, the verbatim duplication of an input transforming into , has been shown to improve accuracy for non-reasoning large language models on retrieval and multiple-choice benchmarks [Leviathan et al., 2025]. Objective: We ask whether applying this analogous pattern to fixed delegate instructions p...

Hugues Clouatre · 0 citations

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