
Evidence-constrained commercialization assessment: deterministic retrieval, a six-stage LLM workflow
Evidence-constrained commercialization assessment: deterministic retrieval, a six-stage LLM workflow
Evidence-constrained commercialization assessment: deterministic retrieval, a six-stage LLM workflow, auditable scores and checkpoint recovery. Qwen / DeepSeek / OpenAI / Claude.