Yunshan Ma
4 papers · Latest:
Scattered Hypothesis Generation for Open-Ended Event Forecasting
SCATTER is an RL framework that generates diverse, plausible hypotheses for open-ended event forecasting, moving beyond single-outcome predictions.
FashionStylist: An Expert Knowledge-enhanced Multimodal Dataset for Fashion Understanding
FashionStylist is a new expert-annotated multimodal dataset designed for holistic fashion understanding, supporting tasks like grounding, completion, and evaluation.
MAB-DQA: Addressing Query Aspect Importance in Document Question Answering with Multi-Armed Bandits
MAB-DQA uses Multi-Armed Bandits to dynamically prioritize query aspects in multimodal DQA, improving retrieval and answer generation by focusing on high-value pages.
Less Approximates More: Harmonizing Performance and Confidence Faithfulness via Hybrid Post-Training for High-Stakes Tasks
HyTuning improves LLM accuracy and confidence faithfulness for high-stakes tasks by adaptively combining reasoning distillation and internal feedback.
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