MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval
Paper
• 2412.14475 • Published
• 57
Data and other things
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How to Synthesize Text Data without Model Collapse?
Paper • 2412.14689 • Published • 53 -
Token-Budget-Aware LLM Reasoning
Paper • 2412.18547 • Published • 46 -
WavePulse: Real-time Content Analytics of Radio Livestreams
Paper • 2412.17998 • Published • 11 -
Bridging the Data Provenance Gap Across Text, Speech and Video
Paper • 2412.17847 • Published • 11 -
No More Adam: Learning Rate Scaling at Initialization is All You Need
Paper • 2412.11768 • Published • 43 -
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining
Paper • 2501.00958 • Published • 109 -
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics
Paper • 2501.04686 • Published • 53 -
MLLM-as-a-Judge for Image Safety without Human Labeling
Paper • 2501.00192 • Published • 31 -
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking
Paper • 2501.09751 • Published • 46 -
WILDCHAT-50M: A Deep Dive Into the Role of Synthetic Data in Post-Training
Paper • 2501.18511 • Published • 20 -
LIMO: Less is More for Reasoning
Paper • 2502.03387 • Published • 62 -
Scaling Pre-training to One Hundred Billion Data for Vision Language Models
Paper • 2502.07617 • Published • 29 -
QuEST: Stable Training of LLMs with 1-Bit Weights and Activations
Paper • 2502.05003 • Published • 44 -
TextAtlas5M: A Large-scale Dataset for Dense Text Image Generation
Paper • 2502.07870 • Published • 45 -
Jailbreaking to Jailbreak
Paper • 2502.09638 • Published • 6 -
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation
Paper • 2502.14846 • Published • 14 -
Referring to Any Person
Paper • 2503.08507 • Published • 7 -
"Principal Components" Enable A New Language of Images
Paper • 2503.08685 • Published • 12 -
YuE: Scaling Open Foundation Models for Long-Form Music Generation
Paper • 2503.08638 • Published • 72 -
Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia
Paper • 2503.07920 • Published • 101 -
Any2Caption:Interpreting Any Condition to Caption for Controllable Video Generation
Paper • 2503.24379 • Published • 76 -
Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs
Paper • 2504.00072 • Published • 6 -
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
Paper • 2504.01990 • Published • 303 -
URECA: Unique Region Caption Anything
Paper • 2504.05305 • Published • 35 -
SIFT-50M: A Large-Scale Multilingual Dataset for Speech Instruction Fine-Tuning
Paper • 2504.09081 • Published • 16 -
BookWorld: From Novels to Interactive Agent Societies for Creative Story Generation
Paper • 2504.14538 • Published • 30 -
Towards Understanding Camera Motions in Any Video
Paper • 2504.15376 • Published • 155 -
Alchemist: Turning Public Text-to-Image Data into Generative Gold
Paper • 2505.19297 • Published • 84 -
PrismLayers: Open Data for High-Quality Multi-Layer Transparent Image Generative Models
Paper • 2505.22523 • Published • 7 -
Large Language Models for Data Synthesis
Paper • 2505.14752 • Published • 49 -
HardTests: Synthesizing High-Quality Test Cases for LLM Coding
Paper • 2505.24098 • Published • 43 -
OpenThoughts: Data Recipes for Reasoning Models
Paper • 2506.04178 • Published • 53 -
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis
Paper • 2506.02096 • Published • 52 -
One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL
Paper • 2506.02338 • Published • 5 -
Peer-Ranked Precision: Creating a Foundational Dataset for Fine-Tuning Vision Models from DataSeeds' Annotated Imagery
Paper • 2506.05673 • Published • 10 -
Institutional Books 1.0: A 242B token dataset from Harvard Library's collections, refined for accuracy and usability
Paper • 2506.08300 • Published • 9 -
VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos
Paper • 2506.10857 • Published • 30 -
Domain2Vec: Vectorizing Datasets to Find the Optimal Data Mixture without Training
Paper • 2506.10952 • Published • 22 -
ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation
Paper • 2506.18095 • Published • 66 -
Skywork-SWE: Unveiling Data Scaling Laws for Software Engineering in LLMs
Paper • 2506.19290 • Published • 53 -
NoHumansRequired: Autonomous High-Quality Image Editing Triplet Mining
Paper • 2507.14119 • Published • 60 -
MegaScience: Pushing the Frontiers of Post-Training Datasets for Science Reasoning
Paper • 2507.16812 • Published • 63 -
PUSA V1.0: Surpassing Wan-I2V with $500 Training Cost by Vectorized Timestep Adaptation
Paper • 2507.16116 • Published • 13 -
GPT-IMAGE-EDIT-1.5M: A Million-Scale, GPT-Generated Image Dataset
Paper • 2507.21033 • Published • 23 -
HPSv3: Towards Wide-Spectrum Human Preference Score
Paper • 2508.03789 • Published • 20 -
Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation
Paper • 2508.09987 • Published • 25 -
Open Data Synthesis For Deep Research
Paper • 2509.00375 • Published • 72 -
IntrEx: A Dataset for Modeling Engagement in Educational Conversations
Paper • 2509.06652 • Published • 26 -
SpatialVID: A Large-Scale Video Dataset with Spatial Annotations
Paper • 2509.09676 • Published • 35 -
ScaleCUA: Scaling Open-Source Computer Use Agents with Cross-Platform Data
Paper • 2509.15221 • Published • 111 -
AutoIntent: AutoML for Text Classification
Paper • 2509.21138 • Published • 36 -
OpenGPT-4o-Image: A Comprehensive Dataset for Advanced Image Generation and Editing
Paper • 2509.24900 • Published • 53 -
Webscale-RL: Automated Data Pipeline for Scaling RL Data to Pretraining Levels
Paper • 2510.06499 • Published • 33 -
Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs
Paper • 2510.13795 • Published • 59 -
Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset
Paper • 2510.15742 • Published • 51 -
FineVision: Open Data Is All You Need
Paper • 2510.17269 • Published • 75 -
UltraHR-100K: Enhancing UHR Image Synthesis with A Large-Scale High-Quality Dataset
Paper • 2510.20661 • Published • 15 -
DRIVE: Data Curation Best Practices for Reinforcement Learning with Verifiable Reward in Competitive Code Generation
Paper • 2511.06307 • Published • 53 -
CC30k: A Citation Contexts Dataset for Reproducibility-Oriented Sentiment Analysis
Paper • 2511.07790 • Published • 3 -
EmoVid: A Multimodal Emotion Video Dataset for Emotion-Centric Video Understanding and Generation
Paper • 2511.11002 • Published • 4 -
CATS-V2V: A Real-World Vehicle-to-Vehicle Cooperative Perception Dataset with Complex Adverse Traffic Scenarios
Paper • 2511.11168 • Published • 2 -
UnicEdit-10M: A Dataset and Benchmark Breaking the Scale-Quality Barrier via Unified Verification for Reasoning-Enriched Edits
Paper • 2512.02790 • Published • 7 -
EgoEdit: Dataset, Real-Time Streaming Model, and Benchmark for Egocentric Video Editing
Paper • 2512.06065 • Published • 29 -
OpenDataArena: A Fair and Open Arena for Benchmarking Post-Training Dataset Value
Paper • 2512.14051 • Published • 46 -
VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMs
Paper • 2512.12072 • Published • 17 -
Alchemist: Unlocking Efficiency in Text-to-Image Model Training via Meta-Gradient Data Selection
Paper • 2512.16905 • Published • 32 -
Towards Open-Vocabulary Industrial Defect Understanding with a Large-Scale Multimodal Dataset
Paper • 2512.24160 • Published • 3 -
Can LLMs Clean Up Your Mess? A Survey of Application-Ready Data Preparation with LLMs
Paper • 2601.17058 • Published • 189 -
OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration
Paper • 2602.05400 • Published • 343 -
SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
Paper • 2602.08234 • Published • 68 -
Code2World: A GUI World Model via Renderable Code Generation
Paper • 2602.09856 • Published • 198 -
Fine-T2I: An Open, Large-Scale, and Diverse Dataset for High-Quality T2I Fine-Tuning
Paper • 2602.09439 • Published • 13 -
Less is Enough: Synthesizing Diverse Data in Feature Space of LLMs
Paper • 2602.10388 • Published • 238 -
MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs
Paper • 2602.12705 • Published • 64 -
On Data Engineering for Scaling LLM Terminal Capabilities
Paper • 2602.21193 • Published • 90 -
The Trinity of Consistency as a Defining Principle for General World Models
Paper • 2602.23152 • Published • 194