TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning

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TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning

29 February 2024

Nathaniel Weir

Benjamin Van Durme

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Papers citing "TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning"

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Title
VideoForest: Person-Anchored Hierarchical Reasoning for Cross-Video Question Answering Yiran Meng Junhong Ye Wei Zhou Guanghui Yue Xudong Mao Ruomei Wang Baoquan Zhao 90 0 0 05 Aug 2025
LVC: A Lightweight Compression Framework for Enhancing VLMs in Long Video Understanding Ziyi Wang Haoran Wu Yiming Rong Deyang Jiang Yixin Zhang Yue Zhao Shuang Xu Bo Xu VLM 189 3 0 09 Apr 2025
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning Kate Sanders Benjamin Van Durme LRM 316 1 0 04 Apr 2025
A Study on Neuro-Symbolic Artificial Intelligence: Healthcare Perspectives Delower Hossain Jake Y Chen NAI 373 9 0 23 Mar 2025
Neuro-Symbolic AI in 2024: A Systematic Review Brandon C. Colelough William Regli NAI 453 32 0 09 Jan 2025
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan Shijie Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 365 47 0 03 Dec 2024
Natural Language Inference Improves Compositionality in Vision-Language ModelsInternational Conference on Learning Representations (ICLR), 2024 Paola Cascante-Bonilla Yu Hou Yang Trista Cao Hal Daumé III Rachel Rudinger ReLM CoGe VLM 223 5 0 29 Oct 2024
Gaps or Hallucinations? Gazing into Machine-Generated Legal Analysis for Fine-grained Text Evaluations Abe Bohan Hou William Jurayj Nils Holzenberger Andrew Blair-Stanek Benjamin Van Durme ELM 171 2 0 16 Sep 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 392 137 0 29 May 2024
Video Understanding with Large Language Models: A Survey Yunlong Tang Jing Bi Siting Xu Luchuan Song Susan Liang ... Feng Zheng Jianguo Zhang Chenliang Xu Jiebo Luo Chenliang Xu VLM 603 152 0 29 Dec 2023