CGCE: A Chinese Generative Chat Evaluation Benchmark for General and Financial Domains
Not on the map. Why?
Abstract (arXiv)
Generative chat models, such as ChatGPT and GPT-4, have revolutionized natural language generation (NLG) by incorporating instructions and human feedback to achieve significant performance improvements. However, the lack of standardized evaluation benchmarks for chat models, particularly for Chinese and domain-specific models, hinders their assessment and progress. To address this gap, we introduce the Chinese Generative Chat Evaluation (CGCE) benchmark, focusing on general and financial domains. The CGCE benchmark encompasses diverse tasks, including 200 questions in the general domain and 150 specific professional questions in the financial domain. Manual scoring evaluates factors such as accuracy, coherence, expression clarity, and completeness. The CGCE benchmark provides researchers with a standardized framework to assess and compare Chinese generative chat models, fostering advancements in NLG research.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). Builds on 0 of its 1 references that are in the map. First posted on arXiv 23 May 2023.
Builds on
0 of 1 references.
No references here yet.
Built on by
Citing papers per year: 2024: 3; 2025: 2; 2026: 2.
7 papers.
- 2024FinBen: A Holistic Financial Benchmark for Large Language Modelscited by 141
- 2025BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMscited by 22
- 2024CFinBench: A Comprehensive Chinese Financial Benchmark for Large Language Modelscited by 12
- 2024No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarkscited by 7
- 2025Exposing Product Bias in LLM Investment Recommendationcited by 6
- 2026BizFinBench.v2: Towards Reliable LLMs in Finance via Real-User Data and Offline/Online Bilingual Evaluationcited by 0
- 2026TaxPraBen: A Scalable Benchmark for Structured Evaluation of LLMs in Chinese Real-World Tax Practicecited by 0
- 2026TaxPraBen: A Scalable Benchmark for Structured Evaluation of LLMs in Chinese Real-World Tax Practice10 Apr 2026
- 2026BizFinBench.v2: Towards Reliable LLMs in Finance via Real-User Data and Offline/Online Bilingual Evaluation10 Jan 2026
- 2025BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs26 May 2025
- 2025Exposing Product Bias in LLM Investment Recommendation11 Mar 2025
- 2024CFinBench: A Comprehensive Chinese Financial Benchmark for Large Language Models2 Jul 2024
- 2024No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks10 Mar 2024
- 2024FinBen: A Holistic Financial Benchmark for Large Language Models20 Feb 2024