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Collections including paper arxiv:2408.16293

"Physics of Language Models" series

Physics of Language Models: Part 1, Context-Free Grammar

Paper • 2305.13673 • Published May 23, 2023 • 7
Physics of Language Models: Part 3.2, Knowledge Manipulation

Paper • 2309.14402 • Published Sep 25, 2023 • 7
Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws

Paper • 2404.05405 • Published Apr 8, 2024 • 10
Physics of Language Models: Part 3.1, Knowledge Storage and Extraction

Paper • 2309.14316 • Published Sep 25, 2023 • 8

Papers - Text - Datasets - Math - Reasoning - iGSM

Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Paper • 2408.16293 • Published Aug 29, 2024 • 25

Papers - Fine-tune - Text - Retry

Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Paper • 2408.16293 • Published Aug 29, 2024 • 25

Papers - Text - Training - Retry

Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Paper • 2408.16293 • Published Aug 29, 2024 • 25

LLM+Self-Play RL

Training Language Models to Self-Correct via Reinforcement Learning

Paper • 2409.12917 • Published Sep 19, 2024 • 136
Recursive Introspection: Teaching Language Model Agents How to Self-Improve

Paper • 2407.18219 • Published Jul 25, 2024 • 3
Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Paper • 2408.16293 • Published Aug 29, 2024 • 25
Selective Self-Rehearsal: A Fine-Tuning Approach to Improve Generalization in Large Language Models

Paper • 2409.04787 • Published Sep 7, 2024

SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding

Paper • 2408.15545 • Published Aug 28, 2024 • 34
Controllable Text Generation for Large Language Models: A Survey

Paper • 2408.12599 • Published Aug 22, 2024 • 64
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 41
Automated Design of Agentic Systems

Paper • 2408.08435 • Published Aug 15, 2024 • 39

Papers - Fine-tuning - Math - QA

Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On

Paper • 2407.08348 • Published Jul 11, 2024 • 51
Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Paper • 2408.16293 • Published Aug 29, 2024 • 25

Papers I want to read

Papers in my to-read list

RLHF Workflow: From Reward Modeling to Online RLHF

Paper • 2405.07863 • Published May 13, 2024 • 66
Chameleon: Mixed-Modal Early-Fusion Foundation Models

Paper • 2405.09818 • Published May 16, 2024 • 126
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models

Paper • 2405.15574 • Published May 24, 2024 • 53
An Introduction to Vision-Language Modeling

Paper • 2405.17247 • Published May 27, 2024 • 87

Papers - Fine-tuning - Math

Rho-1: Not All Tokens Are What You Need

Paper • 2404.07965 • Published Apr 11, 2024 • 88
Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems

Paper • 2408.16293 • Published Aug 29, 2024 • 25

Papers - Reasoning - Math

MAWPS paper: https://aclanthology.org/N16-1136.pdf

Program Induction by Rationale Generation : Learning to Solve and Explain Algebraic Word Problems

Paper • 1705.04146 • Published May 11, 2017 • 1
Training Verifiers to Solve Math Word Problems

Paper • 2110.14168 • Published Oct 27, 2021 • 4
Explaining Math Word Problem Solvers

Paper • 2307.13128 • Published Jul 24, 2023 • 1
MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms

Paper • 1905.13319 • Published May 30, 2019 • 2

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