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LLMs reportedly keep reasoning even when told not to

Researchers sharing NeurIPS 2026 work say models may answer correctly yet fail to follow no-thinking instructions.

James ZouJZ
Kevin LinKL
2 Sources, 48m ago, first seen 48m ago

TLDR

A researcher sharing NeurIPS 2026 work calls the behavior “Thinking Inertia”: LLMs keep reasoning despite explicit instructions not to. The researcher says models may get the answer right while still failing to follow the instruction, and argues that knowing when not to think may be as important as knowing how to think.

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330

2 Sources, first seen 48m ago

6 likes1 comments1 saves2 reposts

Combined views

330

2 Sources, first seen 48m ago

6 likes1 comments1 saves2 reposts

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2 Sources

Kevin Lin@KevinQHLinToday’s LLMs are used to thinking longer. But can they stop when explicitly told NOT to? Excited to share our #NeurIPS2026 work: LLMs Keep Thinking When Told Not To We observe persistent “Thinking Inertia”: LLMs keep reasoning even when explicitly told not to. They may get the answer right, yet fail to follow the no-thinking instruction. 💡 Knowing when NOT to think may be just as important as knowing how to think.48m
James Zou@james_y_zouRT @KevinQHLin: Today’s LLMs are used to thinking longer. But can they stop when explicitly told NOT to? Excited to share our #NeurIPS2026…36m
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    2 Sources

    Kevin Lin@KevinQHLinToday’s LLMs are used to thinking longer. But can they stop when explicitly told NOT to? Excited to share our #NeurIPS2026 work: LLMs Keep Thinking When Told Not To We observe persistent “Thinking Inertia”: LLMs keep reasoning even when explicitly told not to. They may get the answer right, yet fail to follow the no-thinking instruction. 💡 Knowing when NOT to think may be just as important as knowing how to think.48m
    James Zou@james_y_zouRT @KevinQHLin: Today’s LLMs are used to thinking longer. But can they stop when explicitly told NOT to? Excited to share our #NeurIPS2026…36m
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