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IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization

Paper • 2411.06208 • Published Nov 9, 2024 • 19
Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 28
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation

Paper • 2410.09584 • Published Oct 12, 2024 • 47

Writing in the Margins: Better Inference Pattern for Long Context Retrieval

Paper • 2408.14906 • Published Aug 27, 2024 • 138
Training Language Models to Self-Correct via Reinforcement Learning

Paper • 2409.12917 • Published Sep 19, 2024 • 136
Towards a Unified View of Preference Learning for Large Language Models: A Survey

Paper • 2409.02795 • Published Sep 4, 2024 • 72
Attention Heads of Large Language Models: A Survey

Paper • 2409.03752 • Published Sep 5, 2024 • 89

LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Paper • 2410.09732 • Published Oct 13, 2024 • 54
MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models

Paper • 2410.10139 • Published Oct 14, 2024 • 51
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation

Paper • 2410.09584 • Published Oct 12, 2024 • 47
UnifiedCrawl: Aggregated Common Crawl for Affordable Adaptation of LLMs on Low-Resource Languages

Paper • 2411.14343 • Published Nov 21, 2024 • 7

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 28
Ruler: A Model-Agnostic Method to Control Generated Length for Large Language Models

Paper • 2409.18943 • Published Sep 27, 2024 • 28
Only-IF:Revealing the Decisive Effect of Instruction Diversity on Generalization

Paper • 2410.04717 • Published Oct 7, 2024 • 18
RevisEval: Improving LLM-as-a-Judge via Response-Adapted References

Paper • 2410.05193 • Published Oct 7, 2024 • 13

LinFusion: 1 GPU, 1 Minute, 16K Image

Paper • 2409.02097 • Published Sep 3, 2024 • 33
Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion

Paper • 2409.11406 • Published Sep 17, 2024 • 26
Diffusion Models Are Real-Time Game Engines

Paper • 2408.14837 • Published Aug 27, 2024 • 121
Segment Anything with Multiple Modalities

Paper • 2408.09085 • Published Aug 17, 2024 • 21

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 57
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 51
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 41
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 53

Synthetic Data Generation

Textbooks Are All You Need

Paper • 2306.11644 • Published Jun 20, 2023 • 143
Textbooks Are All You Need II: phi-1.5 technical report

Paper • 2309.05463 • Published Sep 11, 2023 • 87
TinyStories: How Small Can Language Models Be and Still Speak Coherent English?

Paper • 2305.07759 • Published May 12, 2023 • 33
Scaling Synthetic Data Creation with 1,000,000,000 Personas

Paper • 2406.20094 • Published Jun 28, 2024 • 97

This collection is meant for RAG articles 1. Let your LLM generate a few tokens https://www.arxiv.org/abs/2412.11536

GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models

Paper • 2406.14550 • Published Jun 20, 2024 • 4
Mixture-of-Agents Enhances Large Language Model Capabilities

Paper • 2406.04692 • Published Jun 7, 2024 • 55
Meta Prompting for AGI Systems

Paper • 2311.11482 • Published Nov 20, 2023 • 3
Symbolic Learning Enables Self-Evolving Agents

Paper • 2406.18532 • Published Jun 26, 2024 • 11

Alignment and Unlearning

Learn Your Reference Model for Real Good Alignment

Paper • 2404.09656 • Published Apr 15, 2024 • 82
Aligning Teacher with Student Preferences for Tailored Training Data Generation

Paper • 2406.19227 • Published Jun 27, 2024 • 24
Self-Play Preference Optimization for Language Model Alignment

Paper • 2405.00675 • Published May 1, 2024 • 25
CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues

Paper • 2404.03820 • Published Apr 4, 2024 • 24

Can large language models explore in-context?

Paper • 2403.15371 • Published Mar 22, 2024 • 32
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models

Paper • 2406.04271 • Published Jun 6, 2024 • 29
CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis

Paper • 2407.13301 • Published Jul 18, 2024 • 56
WALL-E: World Alignment by Rule Learning Improves World Model-based LLM Agents

Paper • 2410.07484 • Published Oct 9, 2024 • 48

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