Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering

Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering

16 June 2023

Aishwarya Agrawal

Papers citing "Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering"

16 / 16 papers shown

Title
NuScenes-SpatialQA: A Spatial Understanding and Reasoning Benchmark for Vision-Language Models in Autonomous Driving Kexin Tian Jingrui Mao Y. Zhang Jiwan Jiang Yang Zhou Zhengzhong Tu CoGe 60 0 0 04 Apr 2025
The Power of Many: Multi-Agent Multimodal Models for Cultural Image Captioning Longju Bai Angana Borah Oana Ignat Rada Mihalcea VLM 68 3 0 18 Nov 2024
A Unified Hallucination Mitigation Framework for Large Vision-Language Models Yue Chang Liqiang Jing Xiaopeng Zhang Yue Zhang VLM MLLM 50 1 0 24 Sep 2024
Seeing Through Their Eyes: Evaluating Visual Perspective Taking in Vision Language Models Gracjan Góral Alicja Ziarko Michal Nauman Maciej Wołczyk LRM 25 1 0 02 Sep 2024
Towards Adversarially Robust Vision-Language Models: Insights from Design Choices and Prompt Formatting Techniques Rishika Bhagwatkar Shravan Nayak Reza Bayat Alexis Roger Daniel Z Kaplan P. Bashivan Irina Rish AAML VLM 26 1 0 15 Jul 2024
II-MMR: Identifying and Improving Multi-modal Multi-hop Reasoning in Visual Question Answering Jihyung Kil Farideh Tavazoee Dongyeop Kang Joo-Kyung Kim LRM 23 2 0 16 Feb 2024
Rephrase, Augment, Reason: Visual Grounding of Questions for Vision-Language Models Archiki Prasad Elias Stengel-Eskin Mohit Bansal ReLM LRM 17 7 0 09 Oct 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022
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 30 17 0 24 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 274 882 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 275 3,784 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,296 0 17 Jan 2021