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Collections including paper arxiv:2308.09687

LLM Reasoning & Planning Techniques

CoT, ToT, GoT, ReAct, ReWOO prompting techniques for LLM reasoning with implementation guidance and benchmarks.

deepseek-ai/DeepSeek-R1

Text Generation • Updated Mar 27, 2025 • 897k • • 13.1k
Qwen/Qwen2.5-Coder-32B-Instruct

Text Generation • 33B • Updated Jan 12, 2025 • 848k • • 2k
google/gemma-2-27b-it

Text Generation • 27B • Updated Aug 27, 2024 • 401k • 559
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Paper • 2201.11903 • Published Jan 28, 2022 • 15

Prompting and RAG

Don't Do RAG: When Cache-Augmented Generation is All You Need for Knowledge Tasks

Paper • 2412.15605 • Published Dec 20, 2024 • 2
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 79
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

Paper • 2403.14403 • Published Mar 21, 2024 • 7
Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

Paper • 2412.13171 • Published Dec 17, 2024 • 35

Graph Reasoning

Graph-enhanced Large Language Models in Asynchronous Plan Reasoning

Paper • 2402.02805 • Published Feb 5, 2024 • 1
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling

Paper • 1906.07241 • Published Jun 17, 2019 • 2
A Latent Space Theory for Emergent Abilities in Large Language Models

Paper • 2304.09960 • Published Apr 19, 2023 • 3
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Paper • 2310.01061 • Published Oct 2, 2023 • 2

Papers related to prompt engineering and optimizers

Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Paper • 2309.08532 • Published Sep 15, 2023 • 54
Large Language Models as Optimizers

Paper • 2309.03409 • Published Sep 7, 2023 • 79
Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Paper • 2308.09687 • Published Aug 18, 2023 • 7
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Paper • 2211.12588 • Published Nov 22, 2022 • 3

Toolkit - Prompting Papers

Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models

Paper • 2308.10379 • Published Aug 20, 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Paper • 2308.09687 • Published Aug 18, 2023 • 7
Skeleton-of-Thought: Large Language Models Can Do Parallel Decoding

Paper • 2307.15337 • Published Jul 28, 2023 • 39
Tab-CoT: Zero-shot Tabular Chain of Thought

Paper • 2305.17812 • Published May 28, 2023 • 2

No More Adam: Learning Rate Scaling at Initialization is All You Need

Paper • 2412.11768 • Published Dec 16, 2024 • 43
TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Paper • 2412.14161 • Published Dec 18, 2024 • 51
HiRED: Attention-Guided Token Dropping for Efficient Inference of High-Resolution Vision-Language Models in Resource-Constrained Environments

Paper • 2408.10945 • Published Aug 20, 2024 • 10
PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 55

Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Paper • 2309.08532 • Published Sep 15, 2023 • 54
Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Paper • 2308.09687 • Published Aug 18, 2023 • 7
From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting

Paper • 2309.04269 • Published Sep 8, 2023 • 34
Language models in molecular discovery

Paper • 2309.16235 • Published Sep 28, 2023 • 10

LLM Reasoning & Planning Techniques

CoT, ToT, GoT, ReAct, ReWOO prompting techniques for LLM reasoning with implementation guidance and benchmarks.

deepseek-ai/DeepSeek-R1

Text Generation • Updated Mar 27, 2025 • 897k • • 13.1k
Qwen/Qwen2.5-Coder-32B-Instruct

Text Generation • 33B • Updated Jan 12, 2025 • 848k • • 2k
google/gemma-2-27b-it

Text Generation • 27B • Updated Aug 27, 2024 • 401k • 559
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Paper • 2201.11903 • Published Jan 28, 2022 • 15

Toolkit - Prompting Papers

Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models

Paper • 2308.10379 • Published Aug 20, 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Paper • 2308.09687 • Published Aug 18, 2023 • 7
Skeleton-of-Thought: Large Language Models Can Do Parallel Decoding

Paper • 2307.15337 • Published Jul 28, 2023 • 39
Tab-CoT: Zero-shot Tabular Chain of Thought

Paper • 2305.17812 • Published May 28, 2023 • 2

Prompting and RAG

Don't Do RAG: When Cache-Augmented Generation is All You Need for Knowledge Tasks

Paper • 2412.15605 • Published Dec 20, 2024 • 2
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 79
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

Paper • 2403.14403 • Published Mar 21, 2024 • 7
Compressed Chain of Thought: Efficient Reasoning Through Dense Representations

Paper • 2412.13171 • Published Dec 17, 2024 • 35

No More Adam: Learning Rate Scaling at Initialization is All You Need

Paper • 2412.11768 • Published Dec 16, 2024 • 43
TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

Paper • 2412.14161 • Published Dec 18, 2024 • 51
HiRED: Attention-Guided Token Dropping for Efficient Inference of High-Resolution Vision-Language Models in Resource-Constrained Environments

Paper • 2408.10945 • Published Aug 20, 2024 • 10
PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 55

Graph Reasoning

Graph-enhanced Large Language Models in Asynchronous Plan Reasoning

Paper • 2402.02805 • Published Feb 5, 2024 • 1
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling

Paper • 1906.07241 • Published Jun 17, 2019 • 2
A Latent Space Theory for Emergent Abilities in Large Language Models

Paper • 2304.09960 • Published Apr 19, 2023 • 3
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Paper • 2310.01061 • Published Oct 2, 2023 • 2

Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Paper • 2309.08532 • Published Sep 15, 2023 • 54
Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Paper • 2308.09687 • Published Aug 18, 2023 • 7
From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting

Paper • 2309.04269 • Published Sep 8, 2023 • 34
Language models in molecular discovery

Paper • 2309.16235 • Published Sep 28, 2023 • 10

Papers related to prompt engineering and optimizers

Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Paper • 2309.08532 • Published Sep 15, 2023 • 54
Large Language Models as Optimizers

Paper • 2309.03409 • Published Sep 7, 2023 • 79
Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Paper • 2308.09687 • Published Aug 18, 2023 • 7
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Paper • 2211.12588 • Published Nov 22, 2022 • 3

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