Guneet Singh Kohli

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Eval Frameworks & Benchmarks (2)Natural Language Processing (2)Data Curation & Synthetic Data (1)

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Guneet Kohli (1)

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May 28, 2026

Guneet Singh KohliMay 28, 2026

Nine Judges, Two Effective Votes: Correlated Errors Undermine LLM Evaluation Panels

LLM evaluation panels are mostly an illusion: nine judges provide only two independent opinions, because they make the same mistakes on the same examples.

Guneet Singh Kohli

Eval Frameworks & Benchmarks Natural Language Processing

Guneet Singh Kohli +1May 28, 2026

Metric-Dependent Annotation Saturation for Learning from Label Distributions

Stop wasting annotation budget: the number of annotators you need depends heavily on your evaluation metric, with some metrics saturating with far fewer annotations than others.

Guneet Singh Kohli, Guneet Kohli

Data Curation & Synthetic Data Eval Frameworks & Benchmarks Natural Language Processing

Guneet Singh Kohli

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Guneet Singh Kohli

Research focus

Frequent co-authors

Papers (2)