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Approximate Qualitative Temporal Reasoning
Annals of Mathematics and Artificial Intelligence, 2002zbMATH Open Web Interface contents unavailable due to conflicting licenses.
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Temporal Reasoning Transfer from Text to Video
International Conference on Learning RepresentationsVideo Large Language Models (Video LLMs) have shown promising capabilities in video comprehension, yet they struggle with tracking temporal changes and reasoning about temporal relationships.
Lei Li +8 more
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The Logical Approach to Temporal Reasoning
Artificial Intelligence Review, 2001zbMATH Open Web Interface contents unavailable due to conflicting licenses.
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Vinoground: Scrutinizing LMMs over Dense Temporal Reasoning with Short Videos
arXiv.orgThere has been growing sentiment recently that modern large multimodal models (LMMs) have addressed most of the key challenges related to short video comprehension.
Jianrui Zhang, Mu Cai, Yong Jae Lee
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Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning?
Annual Meeting of the Association for Computational LinguisticsTemporal reasoning is fundamental for large language models (LLMs) to comprehend the world. Current temporal reasoning datasets are limited to questions about single or isolated events, falling short in mirroring the realistic temporal characteristics ...
Zhao-yu Su +8 more
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Temporal Modeling and Temporal Reasoning
2010In this chapter, the reader is guided through the basic notions of time and temporal information and is presented with some important, general approaches to represent and reason about temporal information. Simple medical examples are used to help the reader to understand the advantages and limitations of the different approaches.
Carlo Combi +2 more
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Timo: Towards Better Temporal Reasoning for Language Models
arXiv.orgReasoning about time is essential for Large Language Models (LLMs) to understand the world. Previous works focus on solving specific tasks, primarily on time-sensitive question answering.
Zhao-yu Su +6 more
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ReMEmbR: Building and Reasoning Over Long-Horizon Spatio-Temporal Memory for Robot Navigation
IEEE International Conference on Robotics and AutomationNavigating and understanding complex environments over extended periods of time is a significant challenge for robots. People interacting with the robot may want to ask questions like where something happened, when it occurred, or how long ago it took ...
Abrar Anwar +4 more
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Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model
Computer Vision and Pattern RecognitionMultimodal language models (MLLMs) are increasingly being applied in real-world environments, necessitating their ability to interpret 3D spaces and comprehend temporal dynamics.
Benlin Liu +7 more
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Uncertantty in temporal representation and reasoning
International Journal of Computer Mathematics, 1999The paper presents an approach of managing temporal knowledge under imprecision or uncertainty, based on possibility theory and fuzzy logic. Temporal uncertainties are modelled in terms of possibility theory with imprecise time instants, imprecise time intervals and imprecise time durations.
Ashis K. Pani, G. P. Bhattacharjee
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