Institute of Carbon Neutrality & School of Economics, Peking University
PI: Professor Ji Xi, Department of Resource and Environmental Economics
- Constructed a global biodiversity legislation corpus (~150k documents, 190+ jurisdictions) via automated scraping, deduplication, and multilingual retrieval.
- Designed a human-AI collaborative classification framework on a fine-tuned GPT-OSS model, implementing a multi-label policy taxonomy pipeline for CBD, IPBES, and Kunming-Montreal GBF targets.
- Built an end-to-end quality assurance layer with calibrated confidence scoring, entropy-based uncertainty flagging, and structured exclusion reasoning.