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Do You Need a Frontier Model as a Citation Verifier? Benchmarking Rubric LLMs for Deep-Research Source Attribution

AchievementBenchmarkJul 10, 2026

Ethan Leung, Elias Lumer, Corey Feld, Austin Huber, Vamse Kumar Subbiah, and Kevin Paul authored a paper titled "Do You Need a Frontier Model as a Citation Verifier? Benchmarking Rubric LLMs for Deep-Research Source Attribution," submitted to arXiv on July 9, 2026. The paper benchmarks rubric-based language models for citation verification in deep research, questioning whether frontier-scale models are necessary for accurate source attribution tasks.

Evidence

1source· awaiting independent confirmation

No score is assigned. Sources and their independence are shown in the citation chain below.

Citation chain · 1 source

01medPRIMARY
Ethan LeungPersonElias LumerPersonCorey FeldPersonAustin HuberPersonVamse Kumar SubbiahPersonKevin PaulPerson
Canonical: https://arxiv.org/abs/2607.08700