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Collections including paper arxiv:2305.10601

SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
LoRA: Low-Rank Adaptation of Large Language Models

Paper • 2106.09685 • Published Jun 17, 2021 • 60
Training Compute-Optimal Large Language Models

Paper • 2203.15556 • Published Mar 29, 2022 • 11
Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15

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 • 3.97M • • 13.3k
Qwen/Qwen2.5-Coder-32B-Instruct

Text Generation • 33B • Updated Jan 12, 2025 • 1.18M • • 2.01k
google/gemma-2-27b-it

Text Generation • 27B • Updated Aug 27, 2024 • 84.2k • 565
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 • 80
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

LM Prompt Engineering

Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Paper • 2310.04406 • Published Oct 6, 2023 • 10
Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15
Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models

Paper • 2404.02575 • Published Apr 3, 2024 • 50
Voyager: An Open-Ended Embodied Agent with Large Language Models

Paper • 2305.16291 • Published May 25, 2023 • 13

First_Collection

Things I find interesting.

Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15

Memory, Context & RAG

RAG architectures, hierarchical memory, semantic chunking, query rewriting, context compression for agents.

microsoft/ms_marco

Viewer • Updated Jan 4, 2024 • 1.11M • 22.3k • 240
sentence-transformers/all-nli

Viewer • Updated May 15, 2024 • 2.86M • 2.43k • 50
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Paper • 2005.11401 • Published May 22, 2020 • 14
Faithfulness vs. Plausibility: On the (Un)Reliability of Explanations from Large Language Models

Paper • 2402.04614 • Published Feb 7, 2024 • 3

Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15

OpenELM: An Efficient Language Model Family with Open-source Training and Inference Framework

Paper • 2404.14619 • Published Apr 22, 2024 • 126
Multi-Head Mixture-of-Experts

Paper • 2404.15045 • Published Apr 23, 2024 • 60
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Paper • 2404.14219 • Published Apr 22, 2024 • 259
Learn Your Reference Model for Real Good Alignment

Paper • 2404.09656 • Published Apr 15, 2024 • 90

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 120
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 26
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Paper • 1910.01108 • Published Oct 2, 2019 • 22
Language Models are Few-Shot Learners

Paper • 2005.14165 • Published May 28, 2020 • 20

Papers - Tree of Thoughts

Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15
Hydragen: High-Throughput LLM Inference with Shared Prefixes

Paper • 2402.05099 • Published Feb 7, 2024 • 20

SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28, 2025 • 125
LoRA: Low-Rank Adaptation of Large Language Models

Paper • 2106.09685 • Published Jun 17, 2021 • 60
Training Compute-Optimal Large Language Models

Paper • 2203.15556 • Published Mar 29, 2022 • 11
Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15

Memory, Context & RAG

RAG architectures, hierarchical memory, semantic chunking, query rewriting, context compression for agents.

microsoft/ms_marco

Viewer • Updated Jan 4, 2024 • 1.11M • 22.3k • 240
sentence-transformers/all-nli

Viewer • Updated May 15, 2024 • 2.86M • 2.43k • 50
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Paper • 2005.11401 • Published May 22, 2020 • 14
Faithfulness vs. Plausibility: On the (Un)Reliability of Explanations from Large Language Models

Paper • 2402.04614 • Published Feb 7, 2024 • 3

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 • 3.97M • • 13.3k
Qwen/Qwen2.5-Coder-32B-Instruct

Text Generation • 33B • Updated Jan 12, 2025 • 1.18M • • 2.01k
google/gemma-2-27b-it

Text Generation • 27B • Updated Aug 27, 2024 • 84.2k • 565
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Paper • 2201.11903 • Published Jan 28, 2022 • 15

Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 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 • 80
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

OpenELM: An Efficient Language Model Family with Open-source Training and Inference Framework

Paper • 2404.14619 • Published Apr 22, 2024 • 126
Multi-Head Mixture-of-Experts

Paper • 2404.15045 • Published Apr 23, 2024 • 60
Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Paper • 2404.14219 • Published Apr 22, 2024 • 259
Learn Your Reference Model for Real Good Alignment

Paper • 2404.09656 • Published Apr 15, 2024 • 90

LM Prompt Engineering

Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Paper • 2310.04406 • Published Oct 6, 2023 • 10
Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15
Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models

Paper • 2404.02575 • Published Apr 3, 2024 • 50
Voyager: An Open-Ended Embodied Agent with Large Language Models

Paper • 2305.16291 • Published May 25, 2023 • 13

Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 120
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Paper • 1810.04805 • Published Oct 11, 2018 • 26
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Paper • 1910.01108 • Published Oct 2, 2019 • 22
Language Models are Few-Shot Learners

Paper • 2005.14165 • Published May 28, 2020 • 20

First_Collection

Things I find interesting.

Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15

Papers - Tree of Thoughts

Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Paper • 2305.10601 • Published May 17, 2023 • 15
Hydragen: High-Throughput LLM Inference with Shared Prefixes

Paper • 2402.05099 • Published Feb 7, 2024 • 20

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