<p></p><ul><li>The paper revisits the Superficial Alignment Hypothesis. </li><li>It studies post-training scaling behavior with finetuning examples. </li><li>Performance scales as a power law with more finetuning examples. </li><li>Model performance correlates with reasoning ability, not just style. </li><li>Language models can integrate new knowledge post-pre-training. </li><li>Results suggest the hypothesis is an oversimplification. </li></ul>

The paper revisits the Superficial Alignment Hypothesis. It studies post-training scaling behavior with finetuning examples. Performance scales as a power law with more finetuning examples. Model performance correlates with reasoning ability, not just style. Language models can integrate new knowledge post-pre-training. Results suggest the hypothesis is an oversimplification.

<p></p><ul><li>The paper revisits the Superficial Alignment Hypothesis.&nbsp;</li><li>It studies post-training scaling behavior with finetuning examples.&nbsp;</li><li>Performance scales as a power law with more finetuning examples.&nbsp;</li><li>Model performance correlates with reasoning ability, not just style.&nbsp;</li><li>Language models can integrate new knowledge post-pre-training.&nbsp;</li><li>Results suggest the hypothesis is an oversimplification.&nbsp;</li></ul>

Revisiting Superficial Alignment Hypothesis

Men know other men best. Women know other women best. 
And yes, perhaps AIs know other AIs best. 
AI explains what you should know about this week's AI research progress.

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Men know other men best. Women know other women best. And yes, perhaps AIs know other AIs best. AI explains what you should know about this week's AI research progress.

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Revisiting Superficial Alignment Hypothesis

Revisiting Superficial Alignment Hypothesis