most citedExploring Zero and Few-shot Techniques for Intent Classification

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cs.MA2026

Detection Without Correction: A Two-Parameter Decomposition of Multi-Stage LLM Pipelines

Prashanti Nilayam, Kiran Ramanna, Prashil Tumbade

Multi-stage LLM pipelines that perform multi-agent debate, intrinsic self-correction, or retrieval-augmented verification exhibit puzzling aggregate behaviors: accuracy plateaus an…