Benchmark Smarter: Tailor Your Model Evaluation Suite with EvalScope

EvalScope offers a tailored approach to model evaluation by allowing users to build custom evaluation indices that align with specific business requirements, rather than relying solely on general benchmark scores. These indices are constructed by defining a schema to prioritize datasets according to business value, sampling data proportionately to these priorities, and evaluating the model's performance based on this tailored dataset. This approach highlights the limitations of traditional benchmarks in assessing a model's practical business utility and provides a more relevant measure of a model's capabilities in real-world applications. EvalScope's framework facilitates the creation of such indices, enabling users to define capabilities, sample data efficiently, and conduct unified evaluations, ultimately allowing for a more business-oriented assessment of model performance. Additionally, EvalScope encourages sharing these custom indices with the community to establish broader industry standards and improve model selection processes across various domains.