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Collections including paper arxiv:2411.04109

Reasoning, Thinking, RL and Test-Time Scaling

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Paper • 2412.18319 • Published Dec 24, 2024 • 37
Token-Budget-Aware LLM Reasoning

Paper • 2412.18547 • Published Dec 24, 2024 • 46
Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 36
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Paper • 2412.17256 • Published Dec 23, 2024 • 46

Synthetic Data and Self-Improvement

Training Software Engineering Agents and Verifiers with SWE-Gym

Paper • 2412.21139 • Published Dec 30, 2024 • 22
Evaluating Language Models as Synthetic Data Generators

Paper • 2412.03679 • Published Dec 4, 2024 • 48
Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 146
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6, 2024 • 115

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 45
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 71
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 38

M3DocRAG: Multi-modal Retrieval is What You Need for Multi-page Multi-document Understanding

Paper • 2411.04952 • Published Nov 7, 2024 • 29
Diff-2-in-1: Bridging Generation and Dense Perception with Diffusion Models

Paper • 2411.05005 • Published Nov 7, 2024 • 13
M3SciQA: A Multi-Modal Multi-Document Scientific QA Benchmark for Evaluating Foundation Models

Paper • 2411.04075 • Published Nov 6, 2024 • 17
Self-Consistency Preference Optimization

Paper • 2411.04109 • Published Nov 6, 2024 • 17

Papers - Fine-tuning - Self-Consistency - ScPO

Self-Consistency Preference Optimization

Paper • 2411.04109 • Published Nov 6, 2024 • 17

Papers - Training - Self-Alignment

Self-Consistency Preference Optimization

Paper • 2411.04109 • Published Nov 6, 2024 • 17

PopAlign: Diversifying Contrasting Patterns for a More Comprehensive Alignment

Paper • 2410.13785 • Published Oct 17, 2024 • 19
Aligning Large Language Models via Self-Steering Optimization

Paper • 2410.17131 • Published Oct 22, 2024 • 23
Baichuan Alignment Technical Report

Paper • 2410.14940 • Published Oct 19, 2024 • 50
SemiEvol: Semi-supervised Fine-tuning for LLM Adaptation

Paper • 2410.14745 • Published Oct 17, 2024 • 47

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 29
Baichuan Alignment Technical Report

Paper • 2410.14940 • Published Oct 19, 2024 • 50
CompassJudger-1: All-in-one Judge Model Helps Model Evaluation and Evolution

Paper • 2410.16256 • Published Oct 21, 2024 • 60
Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data

Paper • 2410.18558 • Published Oct 24, 2024 • 19

PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 54
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 77
Table-GPT: Table-tuned GPT for Diverse Table Tasks

Paper • 2310.09263 • Published Oct 13, 2023 • 40
Context-Aware Meta-Learning

Paper • 2310.10971 • Published Oct 17, 2023 • 17

Papers - Training - Self-Improvement

Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing

Paper • 2404.12253 • Published Apr 18, 2024 • 55
Self-Consistency Preference Optimization

Paper • 2411.04109 • Published Nov 6, 2024 • 17

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