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Collections including paper arxiv:2407.20311

Papers - Math - Reasoning

Advancing LLM Reasoning Generalists with Preference Trees

Paper • 2404.02078 • Published Apr 2 • 44
ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline

Paper • 2404.02893 • Published Apr 3 • 20
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Paper • 2309.12284 • Published Sep 21, 2023 • 18
Premise Order Matters in Reasoning with Large Language Models

Paper • 2402.08939 • Published Feb 14 • 27

Papers - CoT - Arch - Reasoning - Layer Depth vs Wider Layer

Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process

Paper • 2407.20311 • Published Jul 29 • 4

Papers - Math - Generate - Synthetic Data - CoT

Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process

Paper • 2407.20311 • Published Jul 29 • 4

Papers - Math - Generate Synthetic Data

Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process

Paper • 2407.20311 • Published Jul 29 • 4

Papers - Benchmarks - Math - Reasoning - GSM-Symbolic

GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Paper • 2410.05229 • Published Oct 7 • 19
Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process

Paper • 2407.20311 • Published Jul 29 • 4

SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding

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

Paper • 2408.12599 • Published Aug 22 • 63
To Code, or Not To Code? Exploring Impact of Code in Pre-training

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

Paper • 2408.08435 • Published Aug 15 • 38

"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 • 6
Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws

Paper • 2404.05405 • Published Apr 8 • 9
Physics of Language Models: Part 3.1, Knowledge Storage and Extraction

Paper • 2309.14316 • Published Sep 25, 2023 • 7

Papers - Math - GSM8K

Training Verifiers to Solve Math Word Problems

Paper • 2110.14168 • Published Oct 27, 2021 • 4
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Paper • 2309.12284 • Published Sep 21, 2023 • 18
LiteSearch: Efficacious Tree Search for LLM

Paper • 2407.00320 • Published Jun 29 • 37
DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

Paper • 2309.03883 • Published Sep 7, 2023 • 33

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