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Tree of Thoughts

Appears in 4 awesome lists

search over reasoning trees.

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Awesome Ai Agents 2026

Section: Key Papers · Deliberate problem solving

ActiveScore 74

Awesome AI Papers

Section: NLP

SlowScore 51

Awesome LLM Reasoning

Section: 2023 · [code]

ActiveScore 69

awesome-nlp

Section: Reasoning and Test-Time Compute · search over reasoning trees.

FreshScore 90

ReAct

The foundational paper defining the Thought/Action/Observation loop structure that underlies virtually every agent harness. Required reading for understanding why the loop is structured the way it is and where each harness component maps onto the reasoning-acting cycle.

In 7 listsDetails

Self-Consistency Improves Chain of Thought Reasoning in Language Models

Multi-path sampling + majority vote: GSM8K 57% → 74%

In 5 listsDetails

GPT-4

Announcement of GPT-4, a large multimodal model. OpenAI blog, March 14, 2023.

In 5 listsDetails

HuggingGPT

Solving AI Tasks with ChatGPT and its Friends in HuggingFace

In 5 listsDetails

Generative Agents: Interactive Simulacra of Human Behavior

a paper that presents computational software agents that simulate believable human behavior

In 5 listsDetails

MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

(2024) ICLR

In 3 lists

Voyager

Open-ended embodied agent in Minecraft

In 3 lists

LIMA

"less is more for alignment"; small high-quality SFT data goes a long way.

In 2 lists