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Tianxiang Gong

2 accepted papers

2025

FLUE: Streamlined Uncertainty Estimation for Large Language Models

AAAI 2025technical

Uncertainty estimation is essential for practical applications such as decision-making, risk assessment, and human-AI collaboration. However, Uncertainty estimation in open-ended question-answering (QA) tasks presents unique challenges. The output space for open-ended QA is vast and discrete, and th…

Cited by 0SourcePDFScholar
2024

QUEST: Quadruple Multimodal Contrastive Learning with Constraints and Self-Penalization

NeurIPS 2024poster

Multimodal contrastive learning (MCL) has recently demonstrated significant success across various tasks. However, the existing MCL treats all negative samples equally and ignores the potential semantic association with positive samples, which limits the model's ability to achieve fine-grained align…

Cited by 0SourcePDFScholar