data synthesis

WebSTAR: Scalable Data Synthesis for Computer Use Agents with Step-Level Filtering ACL 2026 Advancing E-commerce Merchants Telemarketing with Synthetic Data-Driven LLMs EMNLP 2025 Advancing Mathematical Reasoning in Language Models: The Impact of Problem-Solving Data, Data Synthesis Methods, and Training Stages ICLR 2025 A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract) AAAI 2025 AIDE: Attribute-Guided MultI-Hop Data Expansion for Data Scarcity in Task-Specific Fine-tuning ACL 2025 Alchemy: Amplifying Theorem-Proving Capability Through Symbolic Mutation ICLR 2025 Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose Estimation CVPR 2025 AQuilt: Weaving Logic and Self-Inspection into Low-Cost, High-Relevance Data Synthesis for Specialist LLMs EMNLP 2025 A Strategic Coordination Framework of Small LMs Matches Large LMs in Data Synthesis ACL 2025 CDS: Data Synthesis Method Guided by Cognitive Diagnosis Theory ACL 2025 ChangeDiff: A Multi-Temporal Change Detection Data Generator with Flexible Text Prompts via Diffusion Model AAAI 2025 Chart2Code53: A Large-Scale Diverse and Complex Dataset for Enhancing Chart-to-Code Generation EMNLP 2025 COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data Synthesis NAACL 2025 Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia ACL 2025 Data-Constrained Synthesis of Training Data for De-Identification ACL 2025 Distill Visual Chart Reasoning Ability from LLMs to MLLMs EMNLP 2025 DS2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis ACL 2025 DSQG-Syn: Synthesizing High-quality Data for Text-to-SQL Parsing by Domain Specific Question Generation NAACL 2025 Easy Dataset: A Unified and Extensible Framework for Synthesizing LLM Fine-Tuning Data from Unstructured Documents EMNLP 2025 Emo Pillars: Knowledge Distillation to Support Fine-Grained Context-Aware and Context-Less Emotion Classification ACL 2025 Enhanced Data Synthesis for LLM through Reasoning Structures Generated by Hierarchical GFlowNet ACL 2025 FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025 Fine-Grained Constraint Generation-Verification for Improved Instruction-Following ACL 2025 FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering EMNLP 2025 Forewarned is Forearmed: Harnessing LLMs for Data Synthesis via Failure-induced Exploration ICLR 2025