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We introduce EgoToM, a new video question-answering benchmark that extends Theory-of-Mind (ToM) evaluation to egocentric domains.
Sentence-bert: Sentence embeddings using siamese bert-networks
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Does the chimpanzee have a theory of mind?
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Meta-analysis of theory-of-mind development: The truth about false belief
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Do 15-month-old infants understand false beliefs?
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Action understanding as inverse planning
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Activitynet: A large-scale video benchmark for human activity understanding
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Machine theory of mind
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Revisiting the evaluation of theory of mind through question answering
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Beyond accuracy: quantifying trial-by-trial behaviour of cnns and humans by measuring error consistency
Robert Geirhos, Kristof Meding, and Felix A Wichmann · 2020
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Ego4d: Around the world in 3,000 hours of egocentric video
Kristen Grauman, Andrew Westbury, Eugene Byrne, Zachary Chavis, Antonino Furnari, Rohit Girdhar, Jackson Hamburger, Hao Jiang, Miao Liu, Xingyu Liu, et al · 2022
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Egoschema: A diagnostic benchmark for very long-form video language understanding
Karttikeya Mangalam, Raiymbek Akshulakov, and Jitendra Malik · 2023
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Minding language models’(lack of) theory of mind: A plug-and-play multi-character belief tracker
Melanie Sclar, Sachin Kumar, Peter West, Alane Suhr, Yejin Choi, and Yulia Tsvetkov · 2023
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Kokomind: Can large language models understand social interactions?, July 2023
Weiyan Shi, Liang Qiu, Dehong Xu, Pengwei Sui, Pan Lu, and Zhou Yu · 2023
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Think twice: Perspective-taking improves large language models’ theory-of-mind capabilities
Alex Wilf, Sihyun Shawn Lee, Paul Pu Liang, and Louis-Philippe Morency · 2023
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Egotaskqa: Understanding human tasks in egocentric videos
Baoxiong Jia, Ting Lei, Song-Chun Zhu, and Siyuan Huang · 2022
Cited alongside, same era.
Egoplan-bench: Benchmarking multimodal large language models for human-level planning
Yi Chen, Yuying Ge, Yixiao Ge, Mingyu Ding, Bohao Li, Rui Wang, Ruifeng Xu, Ying Shan, and Xihui Liu · 2023
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Intentqa: Context-aware video intent reasoning
Jiapeng Li, Ping Wei, Wenjuan Han, and Lifeng Fan · 2023
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Yifan Du, Kun Zhou, Yuqi Huo, Yifan Li, Wayne Xin Zhao, Haoyu Lu, Zijia Zhao, Bingning Wang, Weipeng Chen, and Ji-Rong Wen · 2024
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Understanding social reasoning in language models with language models
Kanishk Gandhi, Jan-Philipp Fränken, Tobias Gerstenberg, and Noah Goodman · 2024
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Mvbench: A comprehensive multi-modal video understanding benchmark
Kunchang Li, Yali Wang, Yinan He, Yizhuo Li, Yi Wang, Yi Liu, Zun Wang, Jilan Xu, Guo Chen, Ping Luo, et al · 2024
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Ego4d goal-step: Toward hierarchical understanding of procedural activities
Yale Song, Eugene Byrne, Tushar Nagarajan, Huiyu Wang, Miguel Martin, and Lorenzo Torresani · 2024
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