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cs.AI2026
CoverSynth: Coverage-Guided Generation of Retrieval Evaluation Sets
Anahita Sharma, Apaar Shanker, Rishav Chakravarti +6
Enterprise agents need retrieval evaluation sets that expose domain-specific failures and guide developers towards efficient deployment tradeoffs. Neither expert-human-authored set…
cs.IR2026
Coverage, Not Averages: Semantic Stratification for Trustworthy Retrieval Evaluation
Andrew Klearman, Radu Revutchi, Rohin Garg +3
Retrieval quality is the primary bottleneck for accuracy and robustness in retrieval-augmented generation (RAG). Current evaluation relies on heuristically constructed query sets,…