https://cognaptus.com/tags/information-extraction/ Recent content in Information Extraction on Cognaptus Hugo -- 0.145.0 en-us Sun, 07 Dec 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-12-07-timeline-triage-how-llms-learn-to-read-between-clinical-lines/ Sun, 07 Dec 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-12-07-timeline-triage-how-llms-learn-to-read-between-clinical-lines/ A comparison-based reading of ChemoTimelines 2025 shows why clinical LLM extraction is less about bigger models and more about choosing the right tradeoff between fine-tuning, reasoning, dictionaries, and aggregation. https://cognaptus.com/blog/2025-12-06-lost-in-translation-when-multilingual-llms-miss-the-medical-plot/ Sat, 06 Dec 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-12-06-lost-in-translation-when-multilingual-llms-miss-the-medical-plot/ A healthcare AI study shows why strong headline accuracy can hide weak clinical extraction, especially when multilingual LLMs meet non-English EHR text without task-specific validation.