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> Yes, it does, it is literally the definition of data

No, feelings are not reliable data when frequency bias and misinformation exist. There is a reason most experiments isolate out bias as much as possible.

> Moreover, benchmarks (that matter) are not run continuously all the time.

So there's no data?

> What do you think different token distribution means?

You clearly did not understand anything I said. Stated simply: If you were being served a quant, you'd be able to tell by looking at the token distribution, latency, and TPS. You don't need to trust the labs' word for it.

> they pay you your salary, duh.

In fact, I get paid by a FAANG, though I do use Anthropic products heavily. Further, I don't really need money, I have more than enough. So much for reading my history.

> You are actively poisoning this forum

Your degenerate discussion - calling people shills instead of engaging with the argument, insulting them when your arguments are disproven, your inability to hold a rational debate that's not angry and emotionally charged - that is what is poisoning this forum.

Frankly, if you react this angrily and emotionally to a simple rational premise (that frequency bias leads to the perception of models being worse than them actually being worse), you're ngmi unless you're already independently wealthy.

I would recommend a therapist, it helped me when I had similar behavioral issues. (Claude is a great therapist, by the way ;)

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