MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval
Paper
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2412.14475
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Published
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55
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 • 47 -
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 • 9 -
No More Adam: Learning Rate Scaling at Initialization is All You Need
Paper • 2412.11768 • Published • 44 -
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining
Paper • 2501.00958 • Published • 107 -
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 • 49 -
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 • 61 -
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 • 4 -
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation
Paper • 2502.14846 • Published • 13 -
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 • 67 -
Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia
Paper • 2503.07920 • Published • 99 -
Any2Caption:Interpreting Any Condition to Caption for Controllable Video Generation
Paper • 2503.24379 • Published • 77 -
Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs
Paper • 2504.00072 • Published • 7 -
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
Paper • 2504.01990 • Published • 292 -
URECA: Unique Region Caption Anything
Paper • 2504.05305 • Published • 36 -
SIFT-50M: A Large-Scale Multilingual Dataset for Speech Instruction Fine-Tuning
Paper • 2504.09081 • Published • 17 -
BookWorld: From Novels to Interactive Agent Societies for Creative Story Generation
Paper • 2504.14538 • Published • 29 -
Towards Understanding Camera Motions in Any Video
Paper • 2504.15376 • Published • 157 -
Alchemist: Turning Public Text-to-Image Data into Generative Gold
Paper • 2505.19297 • Published • 78 -
PrismLayers: Open Data for High-Quality Multi-Layer Transparent Image Generative Models
Paper • 2505.22523 • Published • 6 -
Large Language Models for Data Synthesis
Paper • 2505.14752 • Published • 49 -
HardTests: Synthesizing High-Quality Test Cases for LLM Coding
Paper • 2505.24098 • Published • 44 -
OpenThoughts: Data Recipes for Reasoning Models
Paper • 2506.04178 • Published • 41 -
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis
Paper • 2506.02096 • Published • 51 -
One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL
Paper • 2506.02338 • Published • 4 -
Peer-Ranked Precision: Creating a Foundational Dataset for Fine-Tuning Vision Models from DataSeeds' Annotated Imagery
Paper • 2506.05673 • Published • 9 -
Institutional Books 1.0: A 242B token dataset from Harvard Library's collections, refined for accuracy and usability
Paper • 2506.08300 • Published • 8 -
VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos
Paper • 2506.10857 • Published • 31 -
Domain2Vec: Vectorizing Datasets to Find the Optimal Data Mixture without Training
Paper • 2506.10952 • Published • 23 -
ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation
Paper • 2506.18095 • Published • 59