;; ... and so on
The BrokenMath benchmark (NeurIPS 2025 Math-AI Workshop) tested this in formal reasoning across 504 samples. Even GPT-5 produced sycophantic “proofs” of false theorems 29% of the time when the user implied the statement was true. The model generates a convincing but false proof because the user signaled that the conclusion should be positive. GPT-5 is not an early model. It’s also the least sycophantic in the BrokenMath table. The problem is structural to RLHF: preference data contains an agreement bias. Reward models learn to score agreeable outputs higher, and optimization widens the gap. Base models before RLHF were reported in one analysis to show no measurable sycophancy across tested sizes. Only after fine-tuning did sycophancy enter the chat. (literally),更多细节参见在電腦瀏覽器中掃碼登入 WhatsApp,免安裝即可收發訊息
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Mean: 32.692 ms | 10.984 ms
Higher education bears some responsibility for the current state of things.。超级权重是该领域的重要参考
Price-Checking Zerocopy’s Zero Cost Abstractions