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Collections including paper arxiv:2310.03714

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 • 685B • Updated Mar 27, 2025 • 1.13M • • 13.1k
Qwen/Qwen2.5-Coder-32B-Instruct

Text Generation • 33B • Updated Jan 12, 2025 • 826k • • 2k
google/gemma-2-27b-it

Text Generation • 27B • Updated Aug 27, 2024 • 406k • 560
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Paper • 2201.11903 • Published Jan 28, 2022 • 15

AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

Paper • 2308.08155 • Published Aug 16, 2023 • 11
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents

Paper • 2401.00812 • Published Jan 1, 2024 • 11
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Paper • 2310.03714 • Published Oct 5, 2023 • 37
ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 33

DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines

Paper • 2312.13382 • Published Dec 20, 2023 • 3
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Paper • 2310.03714 • Published Oct 5, 2023 • 37
TextGrad: Automatic "Differentiation" via Text

Paper • 2406.07496 • Published Jun 11, 2024 • 31

AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

Paper • 2308.08155 • Published Aug 16, 2023 • 11
GAIA: a benchmark for General AI Assistants

Paper • 2311.12983 • Published Nov 21, 2023 • 246
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace

Paper • 2303.17580 • Published Mar 30, 2023 • 15
More Agents Is All You Need

Paper • 2402.05120 • Published Feb 3, 2024 • 57

Prompt Engineering

Black-Box Prompt Optimization: Aligning Large Language Models without Model Training

Paper • 2311.04155 • Published Nov 7, 2023 • 2
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Paper • 2310.03714 • Published Oct 5, 2023 • 37
OpenPrompt: An Open-source Framework for Prompt-learning

Paper • 2111.01998 • Published Nov 3, 2021 • 1

A collection of arXiv papers from Chip Huyen's AI Engineering organized by chapter and ordered by when each appears in the book.

Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning

Paper • 2211.04325 • Published Oct 26, 2022 • 1
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 26
On the Opportunities and Risks of Foundation Models

Paper • 2108.07258 • Published Aug 16, 2021 • 2
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 2

For Human and Artificial Intelligence in Organizations

SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning

Paper • 2409.05556 • Published Sep 9, 2024 • 2
Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

Paper • 2409.04109 • Published Sep 6, 2024 • 48
A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?

Paper • 2409.15277 • Published Sep 23, 2024 • 38
Learning Task Decomposition to Assist Humans in Competitive Programming

Paper • 2406.04604 • Published Jun 7, 2024 • 4

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 96
Better & Faster Large Language Models via Multi-token Prediction

Paper • 2404.19737 • Published Apr 30, 2024 • 81
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 72
The Prompt Report: A Systematic Survey of Prompting Techniques

Paper • 2406.06608 • Published Jun 6, 2024 • 68

Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP

Paper • 2212.14024 • Published Dec 28, 2022 • 3
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Paper • 2310.03714 • Published Oct 5, 2023 • 37
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines

Paper • 2312.13382 • Published Dec 20, 2023 • 3
ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

Paper • 2312.10003 • Published Dec 15, 2023 • 44

fka/prompts.chat

Viewer • Updated about 23 hours ago • 1.41k • 21.8k • 9.61k
jonatasgrosman/wav2vec2-large-xlsr-53-english

Automatic Speech Recognition • 0.3B • Updated Mar 25, 2023 • 175k • 476
mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis

Text Classification • 82.1M • Updated Jan 21, 2024 • 410k • • 443
openai-community/gpt2

Text Generation • 0.1B • Updated Feb 19, 2024 • 10.3M • 3.12k

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 • 685B • Updated Mar 27, 2025 • 1.13M • • 13.1k
Qwen/Qwen2.5-Coder-32B-Instruct

Text Generation • 33B • Updated Jan 12, 2025 • 826k • • 2k
google/gemma-2-27b-it

Text Generation • 27B • Updated Aug 27, 2024 • 406k • 560
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Paper • 2201.11903 • Published Jan 28, 2022 • 15

A collection of arXiv papers from Chip Huyen's AI Engineering organized by chapter and ordered by when each appears in the book.

Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning

Paper • 2211.04325 • Published Oct 26, 2022 • 1
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 26
On the Opportunities and Risks of Foundation Models

Paper • 2108.07258 • Published Aug 16, 2021 • 2
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks

Paper • 2204.07705 • Published Apr 16, 2022 • 2

AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

Paper • 2308.08155 • Published Aug 16, 2023 • 11
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents

Paper • 2401.00812 • Published Jan 1, 2024 • 11
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Paper • 2310.03714 • Published Oct 5, 2023 • 37
ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 33

For Human and Artificial Intelligence in Organizations

SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning

Paper • 2409.05556 • Published Sep 9, 2024 • 2
Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

Paper • 2409.04109 • Published Sep 6, 2024 • 48
A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?

Paper • 2409.15277 • Published Sep 23, 2024 • 38
Learning Task Decomposition to Assist Humans in Competitive Programming

Paper • 2406.04604 • Published Jun 7, 2024 • 4

DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines

Paper • 2312.13382 • Published Dec 20, 2023 • 3
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Paper • 2310.03714 • Published Oct 5, 2023 • 37
TextGrad: Automatic "Differentiation" via Text

Paper • 2406.07496 • Published Jun 11, 2024 • 31

Instruction Pre-Training: Language Models are Supervised Multitask Learners

Paper • 2406.14491 • Published Jun 20, 2024 • 96
Better & Faster Large Language Models via Multi-token Prediction

Paper • 2404.19737 • Published Apr 30, 2024 • 81
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 72
The Prompt Report: A Systematic Survey of Prompting Techniques

Paper • 2406.06608 • Published Jun 6, 2024 • 68

AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework

Paper • 2308.08155 • Published Aug 16, 2023 • 11
GAIA: a benchmark for General AI Assistants

Paper • 2311.12983 • Published Nov 21, 2023 • 246
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace

Paper • 2303.17580 • Published Mar 30, 2023 • 15
More Agents Is All You Need

Paper • 2402.05120 • Published Feb 3, 2024 • 57

Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP

Paper • 2212.14024 • Published Dec 28, 2022 • 3
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Paper • 2310.03714 • Published Oct 5, 2023 • 37
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines

Paper • 2312.13382 • Published Dec 20, 2023 • 3
ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

Paper • 2312.10003 • Published Dec 15, 2023 • 44

Prompt Engineering

Black-Box Prompt Optimization: Aligning Large Language Models without Model Training

Paper • 2311.04155 • Published Nov 7, 2023 • 2
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Paper • 2310.03714 • Published Oct 5, 2023 • 37
OpenPrompt: An Open-source Framework for Prompt-learning

Paper • 2111.01998 • Published Nov 3, 2021 • 1

fka/prompts.chat

Viewer • Updated about 23 hours ago • 1.41k • 21.8k • 9.61k
jonatasgrosman/wav2vec2-large-xlsr-53-english

Automatic Speech Recognition • 0.3B • Updated Mar 25, 2023 • 175k • 476
mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis

Text Classification • 82.1M • Updated Jan 21, 2024 • 410k • • 443
openai-community/gpt2

Text Generation • 0.1B • Updated Feb 19, 2024 • 10.3M • 3.12k

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