What is Promptbench?
PromptBench is a Pytorch-based Python package that allows researchers to evaluate Large Language Models (LLMs) easily. It offers user-friendly APIs for model performance assessment, prompt engineering, evaluating adversarial prompts, and dynamic evaluation. With support for various datasets, models, and prompt engineering methods, PromptBench is a versatile tool for evaluating and analyzing LLMs.
Key Features:
1. Quick Model Performance Assessment: PromptBench provides a user-friendly interface for building models, loading datasets, and evaluating model performance efficiently.
2. Prompt Engineering: The software implements several prompt engineering methods, such as Few-shot Chain-of-Thought, Emotion Prompt, and Expert Prompting, enabling researchers to enhance model performance.
3. Adversarial Prompt Attacks: PromptBench integrates prompt attacks, allowing researchers to simulate black-box adversarial prompt attacks on models and assess their robustness.
Use Cases:
1. Model Evaluation: Researchers can use PromptBench to evaluate LLMs on existing benchmarks like GLUE, SQuAD V2, and CSQA, enabling comprehensive analysis and comparison of model performance.
2. Prompt Engineering Research: PromptBench facilitates the exploration of different prompting techniques, including Chain-of-Thought and EmotionPrompt, helping researchers enhance model capabilities for specific tasks.
3. Robustness Testing: With the integrated prompt attacks, PromptBench enables researchers to assess the robustness of LLMs against adversarial prompts, supporting the development of more secure and reliable models.
Conclusion:
PromptBench offers a user-friendly and comprehensive solution for evaluating Large Language Models. With its easy-to-use interface, support for various datasets and models, and prompt engineering capabilities, researchers can assess model performance, explore different prompting techniques, and evaluate model robustness. By providing a versatile evaluation framework, PromptBench contributes to the advancement of LLM research and development.
More information on Promptbench
Launched
2024
Pricing Model
Free
Starting Price
Global Rank
Follow
Month Visit
<5k
Tech used
Promptbench was manually vetted by our editorial team and was first featured on 2024-01-19.
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