Qwen2.5-0.5B

Product · 1 documents

Key number

82.4%

Safe task success with IPR. Journal of Computing and Electronic Information Management p.1

Key number

1.15

LLM calls per request with IPR. Journal of Computing and Electronic Information Management p.1

Intent-Preserving Neuro-Symbolic Repair for Safe LLM-Driven Financial Transactions

Research paperJournal of Computing and Electronic Information ManagementNovember 20267 pages

LLM repair in a re-implemented VA-NSF loop produced intent-mismatched commits for 32.1% of requests across 296 evaluation instances.