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#prompting

3 articles

01 ·FREE·PAPER·9 min read Chain-of-Thought from Scratch — What Changes When You Make a Model Show Its Work Why does adding "think step by step" make a model solve problems it otherwise fails? A ground-up tour of few-shot CoT, zero-shot CoT and self-consistency — the serialization argument for why it works, the conditions where it doesn't, and how it relates to today's reasoning models. 02 ·Large Language Models·FREE·PAPER·7 min read The Science of Prompt Engineering — What Is Proven and What Is Folklore Does telling a model to think step by step actually work? Working only from the Chain-of-Thought paper (Wei et al., 2022): what the experiments genuinely established — an ability that emerges only above a scale threshold — and where the line falls between that and the incantations everyone repeats. 03 ·Large Language Models·FREE·PAPER·7 min read The Science of Prompt Engineering — What Is Proven and What Is Folklore Does telling a model to think step by step actually work? Working only from the Chain-of-Thought paper (Wei et al., 2022): what the experiments genuinely established — an ability that emerges only above a scale threshold — and where the line falls between that and the incantations everyone repeats.