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The paper presents a 'capability slice' methodology that converts evaluation failures into targeted data interventions, improving model performance on reasoning and math without altering original data.

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New Paper: Data and Evaluation Closed-Loop for LLM Capability Enhancement

Paper Summary

FAQ

What is the capability slice?

An evaluation unit grouping samples sharing background conditions, task type, solving operation, and output constraints to pinpoint specific weaknesses.

How does this benefit MENA teams?

It enables efficient model improvement without new data, saving time and resources.

Was the methodology tested on Arabic models?

The paper focuses on general models, but the methodology is applicable to any LLM.

Source: arXiv cs.AI

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