Synthetic Data Generation

Evaluating Large Language Models in Data Generation for Low-Resource Scenarios: A Case Study on Question Answering Interspeech 2025 Forewarned is Forearmed: Harnessing LLMs for Data Synthesis via Failure-induced Exploration ICLR 2025 HK-GenSpeech: A Generative AI Scene Creation Framework for Speech Based Cognitive Assessment Interspeech 2025 Improving Synthetic Data Training for Contextual Biasing Models with a Keyword-Aware Cost Function Interspeech 2025 Informative Synthetic Data Generation for Thorax Disease Classification UAI 2025 Is Synthetic Data Truly Effective for Training Speech Language Models? Interspeech 2025 Leveraging LLMs for Written to Spoken Style Data Transformation to Enhance Spoken Dialog State Tracking Interspeech 2025 LLM-based Generative Error Correction for Rare Words with Synthetic Data and Phonetic Context Interspeech 2025 Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing ICLR 2025 On Synthetic Data Strategies for Domain-Specific Generative Retrieval ACL 2025 Optimizing ASR for Catalan-Spanish Code-Switching: A Comparative Analysis of Methodologies Interspeech 2025 Personalized Fine-Tuning with Controllable Synthetic Speech from LLM-Generated Transcripts for Dysarthric Speech Recognition Interspeech 2025 Recognizing Every Voice: Towards Inclusive ASR for Rural Bhojpuri Women Interspeech 2025 SemEval-2025 Task 9: The Food Hazard Detection Challenge SemEval 2025 SpeechDialogueFactory: A Framework for Natural Speech Dialogue Generation Interspeech 2025 Speech-guided Grapheme-to-Phoneme Conversion for Cantonese Text-to-Speech Interspeech 2025 Story Generation with Large Language Models for African Languages ACL 2025 Synthetic Data Generated from CT Scans for Patient Pose Assessment MIDL 2025 Synthetic Data Generation for Phrase Break Prediction with Large Language Model Interspeech 2025 TAEGAN: Revisit GANs for Tabular Data Generation ACML 2025 Temporal Heterogeneous Graph Generation with Privacy, Utility, and Efficiency ICLR 2025 Towards High-Quality LLM-Based Data for French Spontaneous Speech Simplification: an Exo-Refinement Approach Interspeech 2025 WhiStress: Enriching Transcriptions with Sentence Stress Detection Interspeech 2025 Altogether: Image Captioning via Re-aligning Alt-text EMNLP 2024 Analyzing Diffusion Models on Synthesizing Training Datasets ACML 2024