AI Model Editing Success Rate: 38% Vs Claimed 96%
Model editing for AI question answering only 38% effective in real world, not 96% as previously claimed. Current methods fail after 1000 edits.
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...