Selective "Selective Prediction": Reducing Unnecessary Abstention in
Vision-Language Reasoning

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Selective "Selective Prediction": Reducing Unnecessary Abstention in Vision-Language Reasoning

23 February 2024

Tejas Srinivasan

Bill Yuchen Lin

Yejin Choi

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Papers citing "Selective "Selective Prediction": Reducing Unnecessary Abstention in Vision-Language Reasoning"

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Title
HARMONY: Hidden Activation Representations and Model Output-Aware Uncertainty Estimation for Vision-Language Models Erum Mushtaq Zalan Fabian Yavuz Faruk Bakman Anil Ramakrishna Mahdi Soltanolkotabi Salman Avestimehr 129 3 0 25 Oct 2025
Can VLMs Recall Factual Associations From Visual References? Dhananjay Ashok Ashutosh Chaubey Hirona J. Arai Jonathan May Jesse Thomason 72 0 0 22 Aug 2025
Teaching Vision-Language Models to Ask: Resolving Ambiguity in Visual QuestionsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Pu Jian Donglei Yu Wen Yang Shuo Ren Jiajun Zhang 161 6 0 18 Jul 2025
SafeCoT: Improving VLM Safety with Minimal Reasoning Jiachen Ma Zhanhui Zhou Chao Yang Chaochao Lu LRM 140 2 0 10 Jun 2025
Variational Visual Question Answering for Uncertainty-Aware Selective Prediction Tobias Jan Wieczorek Nathalie Daun Mohammad Emtiyaz Khan Marcus Rohrbach OOD 520 0 0 14 May 2025
Locations of Characters in Narratives: Andersen and Persuasion Datasets Batuhan Ozyurt Roya Arkhmammadova Deniz Yuret 150 4 0 04 Apr 2025