{"type":"post","id":"agentic-lab-reports-that-a-lora-tuned-qwen2-a885ca","slug":"agentic-lab-reports-that-a-lora-tuned-qwen2-a885ca","title":"Agentic Lab reports that a LoRA-tuned Qwen2.5-1.5B-Instruct model extracted legal-document entities with","description":"Agentic Lab reports that a LoRA-tuned Qwen2.5-1.5B-Instruct model extracted legal-document entities with macro-F1 0.70, close to Ministral 3 14B at 0.71 on a 145-document test set.","retrieval_nugget":"Agentic Lab reports that a LoRA-tuned Qwen2.5-1.5B-Instruct model extracted legal-document entities with macro-F1 0.70, close to Ministral 3 14B at 0.71 on a 145-document test set. The smaller model ran 2.2 times faster on an A5000 than Ministral did on an A100, suggesting a local, lower-hardware path for a narrow legal workflow.","published_at":"2026-11-03","updated_at":"2026-11-06","record_date":"2026-11-03","date_kind":"published_at","topics":["agent-economics"],"entities":["Agentic Lab","Agata","Qwen2.5-1.5B-Instruct","Ministral 3 14B","Daniil Sheremet"],"related_patterns":["agent-economics-moves-to-completed-work"],"novelty_label":"new_fact","what_changed":"Reports a legal NER case study: Qwen2.5-1.5B with LoRA nearly matches Ministral 3 14B on extraction quality while running faster on smaller hardware.","prior_refs":[],"source_url":"https://habr.com/ru/articles/1102342","source_urls":["https://habr.com/ru/articles/1102342"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:agentic-lab-reports-that-a-lora-tuned-qwen2-a885ca","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/agentic-lab-reports-that-a-lora-tuned-qwen2-a885ca/","markdown":"https://newruntime.com/posts/agentic-lab-reports-that-a-lora-tuned-qwen2-a885ca.md","json":"https://newruntime.com/posts/agentic-lab-reports-that-a-lora-tuned-qwen2-a885ca.json"},"markdown_url":"https://newruntime.com/posts/agentic-lab-reports-that-a-lora-tuned-qwen2-a885ca.md","next_reads":[{"type":"topic","path":"/topics/agent-economics/","url":"https://newruntime.com/topics/agent-economics/","title":"Agent Economics","reason":"Explore the agent-economics topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agent-economics.md","json_url":"https://newruntime.com/topics/agent-economics.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}