How to Synthesize Text Data without Model Collapse?
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2412.14689
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Published
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53
General
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SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator
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StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Models
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iSTFTNet: Fast and Lightweight Mel-Spectrogram Vocoder Incorporating Inverse Short-Time Fourier Transform
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Scaling Laws for Floating Point Quantization Training
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Transformer^2: Self-adaptive LLMs
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MiniMax-01: Scaling Foundation Models with Lightning Attention
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Search-o1: Agentic Search-Enhanced Large Reasoning Models
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MinMo: A Multimodal Large Language Model for Seamless Voice Interaction
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An Empirical Study of Autoregressive Pre-training from Videos
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The Lessons of Developing Process Reward Models in Mathematical Reasoning
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Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps
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Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
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VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding
Paper • 2501.13106 • Published • 90 -
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training
Paper • 2501.17161 • Published • 124 -
SANA 1.5: Efficient Scaling of Training-Time and Inference-Time Compute in Linear Diffusion Transformer
Paper • 2501.18427 • Published • 24 -
Preference Leakage: A Contamination Problem in LLM-as-a-judge
Paper • 2502.01534 • Published • 40 -
GuardReasoner: Towards Reasoning-based LLM Safeguards
Paper • 2501.18492 • Published • 88 -
Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning
Paper • 2502.03275 • Published • 18 -
LayerTracer: Cognitive-Aligned Layered SVG Synthesis via Diffusion Transformer
Paper • 2502.01105 • Published • 21 -
LM2: Large Memory Models
Paper • 2502.06049 • Published • 31 -
Next Block Prediction: Video Generation via Semi-Autoregressive Modeling
Paper • 2502.07737 • Published • 9 -
InfiniteHiP: Extending Language Model Context Up to 3 Million Tokens on a Single GPU
Paper • 2502.08910 • Published • 148 -
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
Paper • 2502.05171 • Published • 152 -
SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?
Paper • 2502.12115 • Published • 46 -
Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems
Paper • 2502.11098 • Published • 13 -
I Think, Therefore I Diffuse: Enabling Multimodal In-Context Reasoning in Diffusion Models
Paper • 2502.10458 • Published • 38 -
Diffusion-Sharpening: Fine-tuning Diffusion Models with Denoising Trajectory Sharpening
Paper • 2502.12146 • Published • 16 -
Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning
Paper • 2502.14768 • Published • 47 -
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
Paper • 2502.18449 • Published • 75 -
Slamming: Training a Speech Language Model on One GPU in a Day
Paper • 2502.15814 • Published • 69 -
AlphaDrive: Unleashing the Power of VLMs in Autonomous Driving via Reinforcement Learning and Reasoning
Paper • 2503.07608 • Published • 23 -
Personalize Anything for Free with Diffusion Transformer
Paper • 2503.12590 • Published • 44 -
Being-0: A Humanoid Robotic Agent with Vision-Language Models and Modular Skills
Paper • 2503.12533 • Published • 68 -
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation
Paper • 2503.21729 • Published • 29 -
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Paper • 1910.10683 • Published • 16 -
D^2iT: Dynamic Diffusion Transformer for Accurate Image Generation
Paper • 2504.09454 • Published • 11 -
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs
Paper • 2504.11536 • Published • 63 -
Efficient Generative Model Training via Embedded Representation Warmup
Paper • 2504.10188 • Published • 12 -
InstantCharacter: Personalize Any Characters with a Scalable Diffusion Transformer Framework
Paper • 2504.12395 • Published • 16 -
Iterative Self-Training for Code Generation via Reinforced Re-Ranking
Paper • 2504.09643 • Published • 34 -
DMM: Building a Versatile Image Generation Model via Distillation-Based Model Merging
Paper • 2504.12364 • Published • 22 -
Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations
Paper • 2504.13816 • Published • 18 -
TTRL: Test-Time Reinforcement Learning
Paper • 2504.16084 • Published • 120 -
Kuwain 1.5B: An Arabic SLM via Language Injection
Paper • 2504.15120 • Published • 121 -
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
Paper • 2504.15279 • Published • 78 -
WALL-E 2.0: World Alignment by NeuroSymbolic Learning improves World Model-based LLM Agents
Paper • 2504.15785 • Published • 22 -
Token-Shuffle: Towards High-Resolution Image Generation with Autoregressive Models
Paper • 2504.17789 • Published • 23 -
Step1X-Edit: A Practical Framework for General Image Editing
Paper • 2504.17761 • Published • 92 -
RefVNLI: Towards Scalable Evaluation of Subject-driven Text-to-image Generation
Paper • 2504.17502 • Published • 55 -
Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning
Paper • 2504.17192 • Published • 123 -
Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs
Paper • 2504.17432 • Published • 40 -
Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation
Paper • 2504.17207 • Published • 30 -
Can Large Language Models Help Multimodal Language Analysis? MMLA: A Comprehensive Benchmark
Paper • 2504.16427 • Published • 18 -
BitNet v2: Native 4-bit Activations with Hadamard Transformation for 1-bit LLMs
Paper • 2504.18415 • Published • 49 -
DeepCritic: Deliberate Critique with Large Language Models
Paper • 2505.00662 • Published • 54 -
PrimitiveAnything: Human-Crafted 3D Primitive Assembly Generation with Auto-Regressive Transformer
Paper • 2505.04622 • Published • 27 -
Unified Continuous Generative Models
Paper • 2505.07447 • Published • 42 -
Learning Dynamics in Continual Pre-Training for Large Language Models
Paper • 2505.07796 • Published • 19 -
BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset
Paper • 2505.09568 • Published • 99 -
Thinkless: LLM Learns When to Think
Paper • 2505.13379 • Published • 50