Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling

Name: Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling
Uploaded: 2026-09-05T23:35:58.847276+00:00
Duration: 464 s
Description: The episode discusses a paper titled "Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling." The authors found major errors in these datasets, which could compromise AI model training. They present an LLM-assisted framework that allows researchers to focus human effort on suspicious cases, significantly improving data quality and model performance.

The episode discusses a paper titled "Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling." The authors found major errors in these datasets, which could compromise AI model training. They present an LLM-assisted framework that allows researchers to focus human effort on suspicious cases, significantly improving data quality and model performance.

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