Joint development
On 7 March 2025, the Sustainability Standards Research Center at CUFE's School of Economics released the SSRC specialist agent and the Longma ESG large-model knowledge base. The two resources were jointly developed by the Sustainability Standards Research Center and the Digital Finance Research Center using a DeepSeek foundation model.
Data and methods
Longma ESG is built on a specialist dataset containing more than 7.7 million Chinese characters of source material. It uses Content-Enhanced Knowledge Slots (CEKS) to organise knowledge. Its retrieval system combines an intent-aware semantic engine with hierarchical matrix encoding to support matching, document classification and content updates. The system also supports API integration.
Knowledge coverage
The knowledge base covers domestic and international sustainability standards, policies and regulations, corporate ESG disclosure cases, sustainability assurance materials, ESG rating models and historical ratings. Its principal applications include corporate sustainability disclosure, ESG assessment, and research for exchanges and capital markets.
Planned development
The School of Economics stated that further functional SSRC specialist agents would address intent recognition, automated knowledge reasoning, professional question-answering, data interpretation and decision support.