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cs.CL2026
Beyond the Stitching Assumption: A Unified Framework for Multimodal Synthetic Data Evaluation via Semantic Quantization
Yefeng Yuan, Zhan Shi, Liang Cheng +1
Multimodal synthetic datasets combine structured attributes with free text, but are often evaluated separately. Such metrics can remain high after tabular--text pairings are disrup…
cs.CL2025
Privacy-Preserving Synthetic Review Generation with Diverse Writing Styles Using LLMs
Tevin Atwal, Chan Nam Tieu, Yefeng Yuan +3
The increasing use of synthetic data generated by Large Language Models (LLMs) presents both opportunities and challenges in data-driven applications. While synthetic data provides…