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I believe what GP means is that there is a chance that the bias has been introduced into the model, but only in the narrow band that relates to the questionaires used by the study. So while the bias exists, it does not generalize.

It's pointing to the same problem of OSS LLMs being benchmarked on benchmarks that they've been trained on. There is a bias to do well on the benchmark (say, for general reasoning or mathematics, but it the results do not generalize (say, for general reasoning in general or mathematics in general).




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