This is a Plain English Papers summary of a research paper called AI Model Editing Success Rate Only 38% in Real World, Not 96% as Previously Claimed. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
- Research evaluates real-world effectiveness of model editing in question answering
- Current editing methods show 38.5% success rate vs claimed 96%
- Teacher forcing in testing creates artificially high results
- Sequential editing fails after 1000 edits
- New QAEdit benchmark proposed for rigorous evaluation
Plain English Explanation
Model editing is like trying to fix mistakes in an AI's knowledge. Think of it as correcting a student's wrong answers. While researchers claimed these corrections worked almost perfectly in lab conditions, this paper shows the reality is quite different.
The team created [QAE...
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