# LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction

> Research article (The Sixth Workshop on Insights from Negative Results in NLP, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4411119577](https://www.wikidata.org/wiki/openalex:W4411119577)  
**Source**: https://4ort.xyz/entity/llms-are-not-zero-shot-reasoners-for-biomedical-information-extraction