data synthesis

FreeGen: Bridging Visual-Linguistic Discrepancies Towards Diffusion-based Pixel-level Data Synthesis AAAI 2025 From General Reward to Targeted Reward: Improving Open-ended Long-context Generation Models EMNLP 2025 From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding ACL 2025 Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models CVPR 2025 INS: Interaction-aware Synthesis to Enhance Offline Multi-agent Reinforcement Learning ICLR 2025 Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction ACL 2025 Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning AAAI 2025 Learn2Synth: Learning Optimal Data Synthesis Using Hypergradients for Brain Image Segmentation ICCV 2025 Learn-by-interact: A Data-Centric Framework For Self-Adaptive Agents in Realistic Environments ICLR 2025 LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning ACL 2025 MAIN: Mutual Alignment Is Necessary for instruction tuning EMNLP 2025 Mastering the Craft of Data Synthesis for CodeLLMs NAACL 2025 MegaPairs: Massive Data Synthesis for Universal Multimodal Retrieval ACL 2025 MONTROSE: LLM-driven Monte Carlo Tree Search Self-Refinement for Cross-Domain Rumor Detection ACL 2025 More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning EMNLP 2025 Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025 Oasis: One Image is All You Need for Multimodal Instruction Data Synthesis ICCV 2025 On Domain-Adaptive Post-Training for Multimodal Large Language Models EMNLP 2025 OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data ICLR 2025 OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling ICLR 2025 OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation CVPR 2025 OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling ICML 2025 PacGDC: Label-Efficient Generalizable Depth Completion with Projection Ambiguity and Consistency ICCV 2025 PoseSyn: Synthesizing Diverse 3D Pose Data from In-the-Wild 2D Data ICCV 2025 Quest: Query-centric Data Synthesis Approach for Long-context Scaling of Large Language Model ICLR 2025