LLM Deceptiveness and Gullibility Benchmark
Benchmark evaluating LLMs on their ability to create and resist disinformation. Includes comprehensive testing across major models (Claude, GPT-4, Gemini, Llama, etc.) with standardized evaluation metrics. - lechmazur/deception
LLM Deceptiveness and Gullibility Benchmark launched on October 22, 2024 with 7 votes, #1,457 of 5,185 launches that month and more than 75% of that year's launches. The site was still online in September 2026, 1 year on.
What it does
This benchmark assesses large language models along two critical dimensions: their capability to generate convincing disinformation and their resilience against misleading information. The evaluation framework uses recent articles outside the models' training data, deriving fact-based questions that probe both deceptive capabilities and resistance to manipulation. Models must craft persuasive but misleading arguments, while also demonstrating their ability to maintain accurate reasoning when faced with deceptive content from other models. Some models often refuse to create disinformation, while others have no problem and always comply when asked. Benchmark evaluating LLMs on their ability…from github.com
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