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facts: Skew separates acquiescence rather than cancelling it, the bias pre-existed in Qwen, Figure 6 has eight of seventeen above the line, the paired-complement trick comes from probability research, language coverage per the data, size gradient within providers, sigma not variance, Track B dropped, and six misattributed citations moved or removed