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Collections including paper arxiv:2402.12875

LLM Reasoning Papers

improve reasoning capabilities of LLMs

Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking

Paper • 2403.09629 • Published Mar 14 • 69
Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Paper • 2408.07199 • Published Aug 13 • 19
Let's Verify Step by Step

Paper • 2305.20050 • Published May 31, 2023 • 8
V-STaR: Training Verifiers for Self-Taught Reasoners

Paper • 2402.06457 • Published Feb 9 • 8

Papers - Decoders - Chain of Thought

Chain of Thought Empowers Transformers to Solve Inherently Serial Problems

Paper • 2402.12875 • Published Feb 20 • 7

Papers - CoT - Chain of Thought

Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 37
Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15 • 94
MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?

Paper • 2403.14624 • Published Mar 21 • 50
Chain of Thought Empowers Transformers to Solve Inherently Serial Problems

Paper • 2402.12875 • Published Feb 20 • 7

Papers - Training Research

Measuring the Effects of Data Parallelism on Neural Network Training

Paper • 1811.03600 • Published Nov 8, 2018 • 2
Adafactor: Adaptive Learning Rates with Sublinear Memory Cost

Paper • 1804.04235 • Published Apr 11, 2018 • 2
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks

Paper • 1905.11946 • Published May 28, 2019 • 3
Yi: Open Foundation Models by 01.AI

Paper • 2403.04652 • Published Mar 7 • 61

Papers - Decoders

Lossless Acceleration for Seq2seq Generation with Aggressive Decoding

Paper • 2205.10350 • Published May 20, 2022 • 2
Blockwise Parallel Decoding for Deep Autoregressive Models

Paper • 1811.03115 • Published Nov 7, 2018 • 2
Fast Transformer Decoding: One Write-Head is All You Need

Paper • 1911.02150 • Published Nov 6, 2019 • 6
Sequence-Level Knowledge Distillation

Paper • 1606.07947 • Published Jun 25, 2016 • 2

Chain of Code: Reasoning with a Language Model-Augmented Code Emulator

Paper • 2312.04474 • Published Dec 7, 2023 • 29
Boosting LLM Reasoning: Push the Limits of Few-shot Learning with Reinforced In-Context Pruning

Paper • 2312.08901 • Published Dec 14, 2023
Learning From Mistakes Makes LLM Better Reasoner

Paper • 2310.20689 • Published Oct 31, 2023 • 28
Making Large Language Models Better Reasoners with Step-Aware Verifier

Paper • 2206.02336 • Published Jun 6, 2022 • 1

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