Statistical Correction Makes Imperfect Model Annotations Valid for Inference

A new AACL paper argues that model annotation accuracy does not equal inference validity: statistical correction can make imperfect LLM annotations of social media videos still support valid downstream inferences.

2026-10-02 ~ 2026-10-02 · 2 related posts

• Paper: Statistical correction turns imperfect LLM annotations into valid inference — krisgligoric · 2026-10-02
• AACL paper: statistical correction restores valid inference from imperfect multimodal annotations — krisgligoric · 2026-10-02