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[2205.11916] Large Language Models are Zero-Shot Reasoners

https://arxiv.org/abs/2205.11916
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2026-07-27 09:43:16
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Text Highlight2026-07-27 13:04:16
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"excellent few-shot learners with task-specific exemplars"
Whisper Note
Makes me wonder if all those fancy few-shot prompts were just overkill the whole time.
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Text Highlight2026-07-27 12:55:16
Original Highlight Excerpt
"excellent few-shot learners with task-specific exemplars"
Whisper Note
It's funny how we always assumed they needed examples, but just saying 'think step by step' does the trick.
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Text Highlight2026-07-27 10:01:16
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"Large Language Models are Zero-Shot Reasoners"
Whisper Note
I tried this with my model and it still struggles with basic logic puzzles, so skeptical.
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Text Highlight2026-07-27 09:52:16
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"Large Language Models are Zero-Shot Reasoners"
Whisper Note
So they can reason without examples now? That's a game changer for my projects.
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Text Highlight2026-07-27 09:43:16
Original Highlight Excerpt
"Large Language Models are Zero-Shot Reasoners"
Whisper Note
Zero-shot reasoning sounds impressive, but I bet it's just pattern matching on steroids.

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