What is SuperCLUE
SuperCLUE is a comprehensive evaluation benchmark for Chinese large models, capable of comprehensively assessing model performance across multiple dimensions. SuperCLUE evaluates 12 foundational abilities across four major capability quadrants—language understanding and generation, knowledge application, professional skills, and environmental adaptation and safety—through multiple methods such as multi-turn dialogue and objective question testing. SuperCLUE compares the performance of different models and supports comparison with human performance, providing a scientific basis for the research, development, and optimization of Chinese large models. SuperCLUE has added evaluation for AI Agent intelligent agents, focusing on testing tool use and task planning abilities. SuperCLUE regularly updates its leaderboard and publishes detailed technical reports, promoting the development of Chinese large model technology.
SuperCLUE's Main Features
- Multi-dimensional capability evaluation: Tests models across multiple dimensions such as language understanding, generation, knowledge application, logical reasoning, coding ability, and safety.
- Multi-turn dialogue testing: Evaluates the coherence and context understanding ability of models in multi-turn dialogues.
- Combination of objective and subjective questions: Quantifies models' foundational abilities through objective questions and evaluates models' creativity and flexibility through subjective questions.
- Regularly updated leaderboard: Updates evaluation results monthly, showcasing the latest performance of different models and comparing them with human performance.
- Provides technical reports: Publishes detailed evaluation reports, analyzing models' strengths and weaknesses to provide references for researchers and developers.
SuperCLUE's Foundational Abilities
- Language Understanding and Generation：
- Language understanding and extraction: Understands and parses the meaning of input text, identifies the meaning of phrases, sentences, and paragraphs, and extracts key information and topics.
- Multi-turn dialogue: Maintains coherence in multi-turn dialogues, understands contextual information, and generates appropriate responses.
- Generation and creation: Creatively generates text content such as articles, copywriting, short stories, and poetry, considering style, context, and target readers.
- Knowledge Understanding and Application：
- Knowledge and encyclopedia: Provides knowledge information on a wide range of topics, answers questions, and provides accurate and detailed content.
- Logic and reasoning: Applies logical principles to reason, analyze problems, and draw reasonable conclusions.
- Computational ability: Performs mathematical operations, solving addition, subtraction, multiplication, division, and more complex mathematical problems.
- Professional Abilities：
- Coding ability: Understands and generates programming code, solves programming problems, and masters the syntax and structure of multiple programming languages.
- AI Agent intelligent agent ability: Autonomously completes tasks, with a focus on evaluating tool use and task planning abilities.
- Environmental Adaptation and Safety：
- Role-playing: Plays roles in specific simulated environments or situations, understanding role behavior and reactions.
- Safety: Avoids generating content that may cause distress or harm, identifies sensitive or inappropriate content requests, and complies with privacy and security policies.
- Chinese Characteristic Abilities：
- Glyph and Pinyin: Correctly recognize and use the character forms and pinyin of Chinese characters, and handle polyphonic characters.
- Character Meaning Understanding: Understand the meanings of Chinese characters and words, including polysemy, synonyms, and antonyms.
- Syntactic Analysis: Analyze the structure of Chinese sentences and understand sentence components and grammatical relationships.
- Literature and Poetry: Create or appreciate Chinese literary works, poetry, songs, and rhapsodies.
- Idioms and Two-Part Allegorical Sayings: Correctly use idioms, two-part allegorical sayings, and other expression forms unique to Chinese.
- Dialects and Common Sayings: Understand and use Chinese dialects and common sayings.
- Classical Chinese Understanding: Understand the content and expression of classical Chinese (literary Chinese).
How to Use SuperCLUE
- Understand the Evaluation Benchmark: Visit the SuperCLUE official website or GitHub project page, read the technical report, and become familiar with the evaluation dimensions and methods.
- Prepare the Model: Ensure that your Chinese large model can interact with the evaluation system through an API or other means.
- Participate in the Evaluation: Contact the organizers through the official CLUEbenchmark email, submit model information, and wait for the test run.
- View Results: View the evaluation results on the SuperCLUE leaderboard, and analyze the report to understand model performance.
Application Scenarios of SuperCLUE
- Model Performance Evaluation: SuperCLUE provides a comprehensive performance evaluation benchmark to help researchers and developers understand the performance of Chinese large models across multidimensional capabilities and discover strengths and weaknesses.
- Technical Research and Optimization: Based on detailed evaluation reports, researchers can optimize model architecture, training methods, and datasets in a targeted manner to improve model performance.
- Industry Application Development: SuperCLUE's evaluation results help enterprises and developers choose Chinese large models suitable for specific application scenarios and develop efficient, reliable applications.
- Academic Research and Comparison: SuperCLUE provides a standardized evaluation framework, making it convenient for models from different research institutions and teams to compare under the same standard, promoting academic exchange and technological progress.
- Security and Compliance Evaluation: SuperCLUE's security evaluation capability can detect the security and compliance of model-generated content, ensuring the reliability and social trust of artificial intelligence applications.
