synthetic data

Towards a Theoretical Understanding of Synthetic Data in LLM Post-Training: A Reverse-Bottleneck Perspective ICLR 2025 Towards Building Large Scale Datasets and State-of-the-Art Automatic Speech Translation Systems for 14 Indian Languages ACL 2025 Towards Consistent Natural-Language Explanations via Explanation-Consistency Finetuning COLING 2025 Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory CVPR 2025 Towards Universal Dataset Distillation via Task-Driven Diffusion CVPR 2025 Train a Unified Multimodal Data Quality Classifier with Synthetic Data EMNLP 2025 Training Data Provenance Verification: Did Your Model Use Synthetic Data from My Generative Model for Training? CVPR 2025 UCSP Submission to the AmericasNLP 2025 Shared Task NAACL 2025 UltraIF: Advancing Instruction Following from the Wild EMNLP 2025 Ultra-Resolution Adaptation with Ease ICML 2025 Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 2025 Understanding the Influence of Synthetic Data for Text Embedders ACL 2025 Unlocking Post-hoc Dataset Inference with Synthetic Data ICML 2025 Unraveling the Effects of Synthetic Data on End-to-End Autonomous Driving ICCV 2025 UnSeenTimeQA: Time-Sensitive Question-Answering Beyond LLMs’ Memorization ACL 2025 UvA-MT’s Participation in the WMT25 General Translation Shared Task EMNLP 2025 Variational Rectified Flow Matching ICML 2025 VeriFastScore: Speeding up long-form factuality evaluation EMNLP 2025 Visual Program Distillation with Template-Based Augmentation EMNLP 2025 What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices ACL 2025 WildChat-50M: A Deep Dive Into the Role of Synthetic Data in Post-Training ICML 2025 Winning Big with Small Models: Knowledge Distillation vs. Self-Training for Reducing Hallucination in QA Agents ACL 2025 XL-Suite: Cross-Lingual Synthetic Training and Evaluation Data for Open-Ended Generation EMNLP 2025 Zero-Shot Monocular Scene Flow Estimation in the Wild CVPR 2025 Trans-LoRA: towards data-free Transferable Parameter Efficient Finetuning NeurIPS 2024