1. Why Establish the BenchCouncil Standard Evaluation Process (BSEP)
Evaluation is one of humanity's fundamental activities, playing a crucial role across various fields. However, current evaluation practices in many domains are often highly empirical and scenario-dependent (ad-hoc), lacking unified evaluation concepts, terminology, theoretical frameworks, and methodologies. This absence of consensus and standardization not only limits the reproducibility and comparability of evaluation results but may also lead to distorted conclusions or even severe consequences.
Despite being a mature field, research has found that mainstream evaluation systems can produce vastly different results when assessing the same processor under different system configurations relevant to users. The performance gap between the best and worst test results can be as high as 75 times, highlighting significant uncertainty and unreliability in current evaluation mechanisms.
It is conceivable that if similar issues arise in safety-critical domains like autonomous driving, inaccurate evaluations could lead to immeasurable risks, even endangering lives. Therefore, establishing a unified, systematic, and scientific framework for evaluation-along with standardized processes, concepts, terminology, theories, and methods-has become a foundational necessity to ensure the reliability, fairness, and sustainable development of cross-domain evaluations.
2. What Is BSEP?
BSEP, short for BenchCouncil Standard Evaluation Process, is a standardized evaluation framework introduced by the International Open Benchmark Council (BenchCouncil). BSEP succinctly encapsulates the core principles of standardized evaluation and reflects the organization's professional expertise in the field of Evaluatology.
The International Open Benchmark Council (BenchCouncil) is a globally renowned research organization dedicated to evaluation science and engineering (Evaluatology). As the pioneer and advocate of Evaluatology, BenchCouncil has transformed experience-based evaluation into a rigorous, scientific methodology and process, grounded in theoretical frameworks such as the evaluation truth proposed by Professor Jianfeng Zhan. It systematically defines the prerequisites for obtaining the "truth value" of evaluations and the upper bounds of various evaluation methods.
3. The BenchCouncil Certified Evaluator System
BenchCouncil has established a five-tier BenchCouncil Certified Evaluator system, as follows:
4. BenchCouncil Evaluation Textbooks and Training
Will be publicly available soon.
5.BenchCouncil Ceritfied Evaluators
Will be publicly available soon.