conftrace_

data synthesis

125 papers

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Co-occurring keywords

large language model (13587) domain adaptation (4595) synthetic datum (765) instruction tuning (838) text generation (2913) synthetic data generation (590) data augmentation (3052) knowledge distillation (3725) diffusion model (3751) mathematical reasoning (407)

Papers

UnitCoder: Scalable Code Synthesis from Pre-training Corpora EMNLP 2025
RareSyn: Health Record Synthesis for Rare Disease Diagnosis EMNLP 2025
MAIN: Mutual Alignment Is Necessary for instruction tuning EMNLP 2025
Chart2Code53: A Large-Scale Diverse and Complex Dataset for Enhancing Chart-to-Code Generation EMNLP 2025
UltraIF: Advancing Instruction Following from the Wild EMNLP 2025
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning ACL 2025
Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction ACL 2025
Scalable Data Synthesis through Human-like Cognitive Imitation and Data Recombination EMNLP 2025
FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025
TextSSR: Diffusion-based Data Synthesis for Scene Text Recognition ICCV 2025
ChangeDiff: A Multi-Temporal Change Detection Data Generator with Flexible Text Prompts via Diffusion Model AAAI 2025
SQLForge: Synthesizing Reliable and Diverse Data to Enhance Text-to-SQL Reasoning in LLMs ACL 2025
Mastering the Craft of Data Synthesis for CodeLLMs NAACL 2025
Enhanced Data Synthesis for LLM through Reasoning Structures Generated by Hierarchical GFlowNet ACL 2025
Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia ACL 2025
MONTROSE: LLM-driven Monte Carlo Tree Search Self-Refinement for Cross-Domain Rumor Detection ACL 2025
Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation ACL 2025
MegaPairs: Massive Data Synthesis for Universal Multimodal Retrieval ACL 2025
Training LLMs for Optimization Modeling via Iterative Data Synthesis and Structured Validation EMNLP 2025
COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data Synthesis NAACL 2025
Synthesizing and Adapting Error Correction Data for Mobile Large Language Model Applications ACL 2025
Easy Dataset: A Unified and Extensible Framework for Synthesizing LLM Fine-Tuning Data from Unstructured Documents EMNLP 2025
Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models CVPR 2025
From General Reward to Targeted Reward: Improving Open-ended Long-context Generation Models EMNLP 2025
A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract) AAAI 2025