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Re:Study shows over time, ChatGPT lost accuracy by RationPhantoms on Tuesday September 05, 2023 @12:03PM (#37393653)
How much of it is OpenAI/Microsoft curtailing the compute being used to generate responses?
Re:Study shows over time, ChatGPT lost accuracy by practice9 on Tuesday September 05, 2023 @12:07PM (#37393722)
The accuracy loss is more consistent with some kind of quantization of the model(-s) behind the scenes than the alignment gone wrong. Quantization to serve more users faster, on same amount or less of compute.
Re:Study shows over time, ChatGPT lost accuracy by arrowsmith on Tuesday September 05, 2023 @12:26PM (#37394042)
Sorry, what does quantization mean here?
Re:Study shows over time, ChatGPT lost accuracy by mlboss on Tuesday September 05, 2023 @12:30PM (#37394127)
It means using less number of bits to store float values. This reduces the memory/compute requirement at the cost of making model less precise.
Re:Study shows over time, ChatGPT lost accuracy by iamjackg on Tuesday September 05, 2023 @12:31PM (#37394143)
Reducing the precision of the weights from high precision floating points to either lower precision floats or even integers. You'd think it would greatly reduce the performance of a model, but in most cases the decline in quality is extremely tolerable compared to the reduction in memory/processing requirements.
Re:Study shows over time, ChatGPT lost accuracy by imdsm on Tuesday September 05, 2023 @12:28PM (#37394090)
Reducing the precision of the parameters — result being less memory intensive