date: 2024-07-22
title: "CoT Reading List"
status: DONE
author:
  - AllenYGY
tags:
  - NOTE
  - DeepLearning
  - CoT
publish: True

CoT Reading List

#ReadingList #CoT

基础论文

  • Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
  • Large Language Models are Zero-Shot Reasoners
  • Automatic Chain of Thought Prompting in Large Language Models

问题分解

  • Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
  • Measuring and Narrowing the Compositionality Gap in Language Models

融合预测

  • Self-Consistency Improves Chain of Thought Reasoning in Language Models
  • Active Prompting with Chain-of-Thought for Large Language Models
  • Rationale-Augmented Ensembles in Language Models

生成-校验

  • STaR: Self-Taught Reasoner Bootstrapping Reasoning With Reasoning
  • On the Advance of Making Language Models Better Reasoners

多语言

  • Language Models are Multilingual Chain-of-Thought Reasoners

大模型背景

  • PaLM: Scaling Language Modeling with Pathways
  • Emergent Abilities of Large Language Models
  • Language Model Cascades

Points to know

  • Sampling Methods
    • Top-k Sampling
    • Nucleus Sampling
    • Beam Search
    • Temperature Sampling
  • Decoding Methods
    • Greedy Decoding
    • Self-Consistency
    • CoT-DecodingCoT-Decoding
  • Instruction-tuned
  • System I
  • System II
Table Of Contents
CoT Reading List
基础论文
问题分解
融合预测
生成-校验
多语言
大模型背景
Points to know