AgiEval: Human-centric Benchmark

AGIEval is a human-centric benchmark that evaluates the general abilities of foundation models in tasks pertinent to human cognition and problem-solving.

  • AGIEval is a benchmark consisting of tasks derived from 20 official and public high-standard admission and qualification exams.
  • The benchmark covers a variety of tasks, including cloze and multi-choice question answering.
  • AGIEval provides baseline systems based on text-davinci-003, ChatGPT (gpt-3.5-turbo), and GPT-4.
  • The benchmark also includes data, code, and model outputs for replicating and evaluating the baseline systems.
AgiEval

Areas of application

  1. AI Research: AGIEval can be used by researchers to evaluate and compare the performance of different AI models, such as text-davinci-003, ChatGPT (gpt-3.5-turbo), and GPT-4. It provides a standardized benchmark that allows for a fair comparison of different models’ abilities in tasks related to human cognition and problem-solving.
  2. Education Technology: In the field of education technology, AGIEval can be used to assess the effectiveness of AI models in answering questions from high-standard admission and qualification exams. This can help in the development of AI-powered educational tools and applications.
  3. AI Ethics and Fairness: AGIEval can also be used to study the fairness and ethical implications of AI models. By evaluating how these models perform on a diverse set of tasks, researchers can gain insights into potential biases and work towards developing more fair and ethical AI systems.

Example

Consider an AI research lab that is developing a new language model. They want to understand how their model performs in comparison to established models like GPT-4. They can use AGIEval to benchmark their model against tasks derived from 20 official and public high-standard admission and qualification exams. This will provide them with a clear understanding of their model’s strengths and weaknesses, and guide them in improving their model. The lab can also use the data, code, and model outputs provided by AGIEval to replicate and evaluate the baseline systems, further aiding their research.

Resources