This is a Plain English Papers summary of a research paper called Study Shows AI Language Models Give Different Answers to Same Questions Based on Minor Wording Changes. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
- DOVE is a large dataset for benchmarking language model consistency and robustness
- Examines how language models' answers change with slight prompt variations
- Contains over 18.6 million model responses across 26,000 questions and 717 prompt variants
- Evaluates 28 different language models including GPT-4, Claude, and Llama
- Demonstrates language models are surprisingly sensitive to minor prompt changes
Plain English Explanation
When you ask a language model like ChatGPT a question, you expect it to give roughly the same answer if you just rephrase your question slightly. But that's not always what happens.
The researchers created a massive dataset called DOVE to measure how consistent AI models are w...
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