A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models

16 October 2021

Xiang Ren

Papers citing "A Good Prompt Is Worth Millions of Parameters: Low-resource Prompt-based Learning for Vision-Language Models"

22 / 22 papers shown

Title
Visual Adaptive Prompting for Compositional Zero-Shot Learning Kyle Stein A. Mahyari Guillermo A. Francia Eman El-Sheikh VLM CoGe 138 1 0 27 Feb 2025
Large Multimodal Models for Low-Resource Languages: A Survey Marian Lupascu Ana-Cristina Rogoz Mihai-Sorin Stupariu Radu Tudor Ionescu 51 1 0 08 Feb 2025
Exploring the Use of Contrastive Language-Image Pre-Training for Human Posture Classification: Insights from Yoga Pose Analysis Andrzej D. Dobrzycki Ana M. Bernardos Luca Bergesio Andrzej Pomirski Daniel Sáez-Trigueros 3DH 31 3 0 13 Jan 2025
A RAG Approach for Generating Competency Questions in Ontology Engineering Xueli Pan Jacco van Ossenbruggen Victor de Boer Zhisheng Huang 21 0 0 13 Sep 2024
Paraphrase and Aggregate with Large Language Models for Minimizing Intent Classification Errors Vikas Yadav Zheng Tang Vijay Srinivasan 19 8 0 24 Jun 2024
Enhancing Vision-Language Pre-training with Rich Supervisions Yuan Gao Kunyu Shi Pengkai Zhu Edouard Belval Oren Nuriel Srikar Appalaraju Shabnam Ghadar Vijay Mahadevan Zhuowen Tu Stefano Soatto VLM CLIP 62 11 0 05 Mar 2024
Improving Zero-shot Visual Question Answering via Large Language Models with Reasoning Question Prompts Yunshi Lan Xiang Li Xin Liu Yang Li Wei Qin Weining Qian LRM ReLM 17 23 0 15 Nov 2023
VLIS: Unimodal Language Models Guide Multimodal Language Generation Jiwan Chung Youngjae Yu VLM 22 1 0 15 Oct 2023
Tackling VQA with Pretrained Foundation Models without Further Training Alvin De Jun Tan Bingquan Shen MLLM 10 1 0 27 Sep 2023
Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering Rabiul Awal Le Zhang Aishwarya Agrawal LRM 38 12 0 16 Jun 2023
Modularized Zero-shot VQA with Pre-trained Models Rui Cao Jing Jiang LRM 13 2 0 27 May 2023
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges Maria Lymperaiou Giorgos Stamou VLM 18 4 0 04 Mar 2023
See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning Zhenfang Chen Qinhong Zhou Yikang Shen Yining Hong Hao Zhang Chuang Gan LRM VLM 29 35 0 12 Jan 2023
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 27 208 0 19 Oct 2022
Prompt-based Learning for Unpaired Image Captioning Peipei Zhu Xiao Wang Lin Zhu Zhenglong Sun Weishi Zheng Yaowei Wang C. L. P. Chen VLM 19 31 0 26 May 2022
CoCa: Contrastive Captioners are Image-Text Foundation Models Jiahui Yu Zirui Wang Vijay Vasudevan Legg Yeung Mojtaba Seyedhosseini Yonghui Wu VLM CLIP OffRL 21 1,249 0 04 May 2022
PSP: Pre-trained Soft Prompts for Few-Shot Abstractive Summarization Xiaochen Liu Yang Gao Yu Bai Jiawei Li Yinan Hu Yang Gao Boxing Chen 32 22 0 09 Apr 2022
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Yumao Lu Zicheng Liu Lijuan Wang 169 401 0 10 Sep 2021
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Mohit Bansal MLLM 249 518 0 04 Feb 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 251 1,584 0 21 Jan 2020
Unified Vision-Language Pre-Training for Image Captioning and VQA Luowei Zhou Hamid Palangi Lei Zhang Houdong Hu Jason J. Corso Jianfeng Gao MLLM VLM 250 922 0 24 Sep 2019