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

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

23 February 2024

Tejas Srinivasan

Bill Yuchen Lin

Yejin Choi

Khyathi Raghavi Chandu

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

8 / 8 papers shown

Title
Variational Visual Question Answering Tobias Jan Wieczorek Nathalie Daun Mohammad Emtiyaz Khan Marcus Rohrbach OOD 44 0 0 14 May 2025
Locations of Characters in Narratives: Andersen and Persuasion Datasets Batuhan Ozyurt Roya Arkhmammadova Deniz Yuret 39 0 0 04 Apr 2025
Decompose and Compare Consistency: Measuring VLMs' Answer Reliability via Task-Decomposition Consistency Comparison Qian Yang Weixiang Yan Aishwarya Agrawal CoGe 31 4 0 10 Jul 2024
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness Khyathi Raghavi Chandu Linjie Li Anas Awadalla Ximing Lu Jae Sung Park Jack Hessel Lijuan Wang Yejin Choi 53 2 0 02 Jul 2024
Uncertainty-Based Abstention in LLMs Improves Safety and Reduces Hallucinations Christian Tomani Kamalika Chaudhuri Ivan Evtimov Daniel Cremers Mark Ibrahim 59 10 0 16 Apr 2024
Reassessing Evaluation Practices in Visual Question Answering: A Case Study on Out-of-Distribution Generalization Aishwarya Agrawal Ivana Kajić Emanuele Bugliarello Elnaz Davoodi Anita Gergely Phil Blunsom Aida Nematzadeh OOD 40 17 0 24 May 2022
The Abduction of Sherlock Holmes: A Dataset for Visual Abductive Reasoning Jack Hessel Jena D. Hwang J. Park Rowan Zellers Chandra Bhagavatula Anna Rohrbach Kate Saenko Yejin Choi ReLM 151 48 0 10 Feb 2022
Towards Ecologically Valid Research on Language User Interfaces H. D. Vries Dzmitry Bahdanau Christopher D. Manning 215 51 0 28 Jul 2020