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Discover the best community collections!

Collections including paper arxiv:2402.03620

A Picture is Worth a Thousand Words: Principled Recaptioning Improves Image Generation

Paper • 2310.16656 • Published Oct 25, 2023 • 40
Unsupervised Universal Image Segmentation

Paper • 2312.17243 • Published Dec 28, 2023 • 19
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6, 2024 • 114
Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks

Paper • 2402.04248 • Published Feb 6, 2024 • 30

Reasoning in LLMS

ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

Paper • 2312.10003 • Published Dec 15, 2023 • 37
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6, 2024 • 114

ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent

Paper • 2312.10003 • Published Dec 15, 2023 • 37
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6, 2024 • 114

Cappy: Outperforming and Boosting Large Multi-Task LMs with a Small Scorer

Paper • 2311.06720 • Published Nov 12, 2023 • 7
System 2 Attention (is something you might need too)

Paper • 2311.11829 • Published Nov 20, 2023 • 39
TinyGSM: achieving >80% on GSM8k with small language models

Paper • 2312.09241 • Published Dec 14, 2023 • 37
ReFT: Reasoning with Reinforced Fine-Tuning

Paper • 2401.08967 • Published Jan 17, 2024 • 29

Orca 2: Teaching Small Language Models How to Reason

Paper • 2311.11045 • Published Nov 18, 2023 • 71
Learning From Mistakes Makes LLM Better Reasoner

Paper • 2310.20689 • Published Oct 31, 2023 • 28
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 10
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning

Paper • 2308.00436 • Published Aug 1, 2023 • 22

Research Papers

A collection of papers focused on LLM

Orca 2: Teaching Small Language Models How to Reason

Paper • 2311.11045 • Published Nov 18, 2023 • 71
ToolTalk: Evaluating Tool-Usage in a Conversational Setting

Paper • 2311.10775 • Published Nov 15, 2023 • 7
Adapters: A Unified Library for Parameter-Efficient and Modular Transfer Learning

Paper • 2311.11077 • Published Nov 18, 2023 • 24
MultiLoRA: Democratizing LoRA for Better Multi-Task Learning

Paper • 2311.11501 • Published Nov 20, 2023 • 33

Reasoning | Planning

Personalised Distillation: Empowering Open-Sourced LLMs with Adaptive Learning for Code Generation

Paper • 2310.18628 • Published Oct 28, 2023 • 7
TeacherLM: Teaching to Fish Rather Than Giving the Fish, Language Modeling Likewise

Paper • 2310.19019 • Published Oct 29, 2023 • 9
Tell Your Model Where to Attend: Post-hoc Attention Steering for LLMs

Paper • 2311.02262 • Published Nov 3, 2023 • 10
Thread of Thought Unraveling Chaotic Contexts

Paper • 2311.08734 • Published Nov 15, 2023 • 6

JudgeLM: Fine-tuned Large Language Models are Scalable Judges

Paper • 2310.17631 • Published Oct 26, 2023 • 33
AgentTuning: Enabling Generalized Agent Abilities for LLMs

Paper • 2310.12823 • Published Oct 19, 2023 • 35
G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Paper • 2303.16634 • Published Mar 29, 2023 • 3
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems

Paper • 2310.12397 • Published Oct 19, 2023 • 1

interesting stuff

Chain-of-Verification Reduces Hallucination in Large Language Models

Paper • 2309.11495 • Published Sep 20, 2023 • 37
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 77
CulturaX: A Cleaned, Enormous, and Multilingual Dataset for Large Language Models in 167 Languages

Paper • 2309.09400 • Published Sep 17, 2023 • 84
Language Modeling Is Compression

Paper • 2309.10668 • Published Sep 19, 2023 • 83

Iterated Decomposition: Improving Science Q&A by Supervising Reasoning Processes

Paper • 2301.01751 • Published Jan 4, 2023
Question Decomposition Improves the Faithfulness of Model-Generated Reasoning

Paper • 2307.11768 • Published Jul 17, 2023 • 12
Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 37
Skeleton-of-Thought: Large Language Models Can Do Parallel Decoding

Paper • 2307.15337 • Published Jul 28, 2023 • 36

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