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Limitations of the LLM-as-a-Judge Approach for Evaluating LLM Outputs in Expert Knowledge Tasks

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March 24, 2025
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crossref.org › academic paper
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Limitations of the LLM-as-a-Judge Approach for Evaluating LLM Outputs in Expert Knowledge Tasks

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crossref.org › academic paper
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Evaluation and mitigation of the limitations of large language models in clinical decision-making

Abstract Clinical decision-making is one of the most impactful parts of a physician’s responsibilities and stands to benefit greatly from artificial intelligence solutions and lar...

news.ycombinator.com › comment
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Show HN: Frugon – Find which LLM calls a cheaper model could handle (local, MIT)

This looks super clean. I'm curious about the --judge command. How does it evaluate if the cheaper model's response is a "tie" or acceptable? Is it using a specific LLM-as-a-judge prompt template?

crossref.org › academic paper
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Large Language Model Influence on Diagnostic Reasoning

ImportanceLarge language models (LLMs) have shown promise in their performance on both multiple-choice and open-ended medical reasoning examinations, but it remains unknown whether the use of such ...

crossref.org › academic paper
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Who Validates the Validators? Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences

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Yes, highly correlated activity was mapped. An entry titled 'Show HN: Frugon – Find which LLM calls a cheaper model could handle (local, MIT)' discusses this: This looks super clean. I'm curious about the --judge command. How does it evaluate if the cheaper model's response is a "tie" or acceptable? Is it...

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