A Simple LLM Framework for Long-Range Video Question-Answering

28 December 2023

Mohit Bansal

Gedas Bertasius

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Papers citing "A Simple LLM Framework for Long-Range Video Question-Answering"

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Title
SpatialPrompting: Keyframe-driven Zero-Shot Spatial Reasoning with Off-the-Shelf Multimodal Large Language Models Shun Taguchi Hideki Deguchi Takumi Hamazaki Hiroyuki Sakai ReLM LRM 49 0 0 08 May 2025
RAVU: Retrieval Augmented Video Understanding with Compositional Reasoning over Graph Sameer Malik Moyuru Yamada Ayush Singh Dishank Aggarwal 150 0 0 06 May 2025
VideoMultiAgents: A Multi-Agent Framework for Video Question Answering Noriyuki Kugo Xiang Li Z. Li Ashish Gupta Arpandeep Khatua ... Yuta Kyuragi Yasunori Ishii Masamoto Tanabiki Kazuki Kozuka Ehsan Adeli 54 0 0 25 Apr 2025
How Can Objects Help Video-Language Understanding? Zitian Tang Shijie Wang Junho Cho Jaewook Yoo Chen Sun 42 0 0 10 Apr 2025
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning Yong-Jin Liu Kevin Qinghong Lin C. Chen Mike Zheng Shou LM&Ro LRM 87 0 0 17 Mar 2025
VITED: Video Temporal Evidence Distillation Yujie Lu Yale Song William Yang Wang Lorenzo Torresani Tushar Nagarajan 156 0 0 17 Mar 2025
BIMBA: Selective-Scan Compression for Long-Range Video Question Answering Md. Mohaiminul Islam Tushar Nagarajan Huiyu Wang Gedas Bertasius Lorenzo Torresani 159 0 0 12 Mar 2025
Streaming Video Question-Answering with In-context Video KV-Cache Retrieval Shangzhe Di Zhelun Yu Guanghao Zhang Haoyuan Li Tao Zhong Hao Cheng Bolin Li Wanggui He Fangxun Shu Hao Jiang 73 4 0 01 Mar 2025
ENTER: Event Based Interpretable Reasoning for VideoQA Hammad A. Ayyubi Junzhang Liu Ali Asgarov Zaber Ibn Abdul Hakim Najibul Haque Sarker ... Md. Atabuzzaman Xudong Lin Naveen Reddy Dyava Shih-Fu Chang Chris Thomas NAI 147 2 0 24 Jan 2025
TimeLogic: A Temporal Logic Benchmark for Video QA S. Swetha Hilde Kuehne Mubarak Shah 47 1 0 13 Jan 2025
VidCtx: Context-aware Video Question Answering with Image Models Andreas Goulas Vasileios Mezaris Ioannis Patras 159 0 0 23 Dec 2024
TimeRefine: Temporal Grounding with Time Refining Video LLM Xizi Wang Feng Cheng Ziyang Wang Huiyu Wang Md. Mohaiminul Islam Lorenzo Torresani Joey Tianyi Zhou Gedas Bertasius David J. Crandall 109 1 0 12 Dec 2024
Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level Andong Deng Tongjia Chen Shoubin Yu Taojiannan Yang Lincoln Spencer Yapeng Tian Ajmal Saeed Mian Joey Tianyi Zhou Chen Chen LRM 65 1 0 15 Nov 2024
Zero-shot Action Localization via the Confidence of Large Vision-Language Models Josiah Aklilu Xiaohan Wang Serena Yeung-Levy 57 1 0 18 Oct 2024
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models Mingze Xu Mingfei Gao Zhe Gan Hong-You Chen Zhengfeng Lai Haiming Gang Kai Kang Afshin Dehghan 59 49 0 22 Jul 2024
Tarsier: Recipes for Training and Evaluating Large Video Description Models Jiawei Wang Liping Yuan Yuchen Zhang 44 52 0 30 Jun 2024
Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA Jongwoo Park Kanchana Ranasinghe Kumara Kahatapitiya Wonjeong Ryoo Donghyun Kim Michael S. Ryoo 65 20 0 13 Jun 2024
VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos Ziyang Wang Shoubin Yu Elias Stengel-Eskin Jaehong Yoon Feng Cheng Gedas Bertasius Mohit Bansal 54 56 0 29 May 2024
CinePile: A Long Video Question Answering Dataset and Benchmark Ruchit Rawal Khalid Saifullah Ronen Basri David Jacobs Gowthami Somepalli Tom Goldstein 43 39 0 14 May 2024
Spacewalk-18: A Benchmark for Multimodal and Long-form Procedural Video Understanding in Novel Domains Rohan Myer Krishnan Zitian Tang Zhiqiu Yu Chen Sun 53 1 0 30 Nov 2023
Long Story Short: a Summarize-then-Search Method for Long Video Question Answering Jiwan Chung Youngjae Yu 97 5 0 02 Nov 2023
Unified Coarse-to-Fine Alignment for Video-Text Retrieval Ziyang Wang Yi-Lin Sung Feng Cheng Gedas Bertasius Joey Tianyi Zhou 101 44 0 18 Sep 2023
ChatVideo: A Tracklet-centric Multimodal and Versatile Video Understanding System Junke Wang Dongdong Chen Chong Luo Xiyang Dai Lu Yuan Zuxuan Wu Yu-Gang Jiang 95 54 0 27 Apr 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 208 900 0 27 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 270 4,244 0 30 Jan 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 240 2,494 0 06 Oct 2022
Video Graph Transformer for Video Question Answering Junbin Xiao Pan Zhou Tat-Seng Chua Shuicheng Yan ViT 148 75 0 12 Jul 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 325 4,077 0 24 May 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners Zhenhailong Wang Manling Li Ruochen Xu Luowei Zhou Jie Lei ... Chenguang Zhu Derek Hoiem Shih-Fu Chang Joey Tianyi Zhou Heng Ji MLLM VLM 170 137 0 22 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 314 3,248 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 313 11,953 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 367 8,495 0 28 Jan 2022
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 229 1,019 0 13 Oct 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 280 1,982 0 09 Feb 2021
Memory Enhanced Global-Local Aggregation for Video Object Detection Yihong Chen Yue Cao Han Hu Liwei Wang 112 261 0 26 Mar 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,588 0 21 Jan 2020