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TACo: Token-aware Cascade Contrastive Learning for Video-Text Alignment ...
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Few-shot Language Coordination by Modeling Theory of Mind ...
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Abstract:
$\textit{No man is an island.}$ Humans communicate with a large community by coordinating with different interlocutors within short conversations. This ability has been understudied by the research on building neural communicative agents. We study the task of few-shot $\textit{language coordination}$: agents quickly adapting to their conversational partners' language abilities. Different from current communicative agents trained with self-play, we require the lead agent to coordinate with a $\textit{population}$ of agents with different linguistic abilities, quickly adapting to communicate with unseen agents in the population. This requires the ability to model the partner's beliefs, a vital component of human communication. Drawing inspiration from theory-of-mind (ToM; Premack& Woodruff (1978)), we study the effect of the speaker explicitly modeling the listeners' mental states. The speakers, as shown in our experiments, acquire the ability to predict the reactions of their partner, which helps it ... : Thirty-eighth International Conference on Machine Learning (ICML 2021) ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2107.05697 https://arxiv.org/abs/2107.05697
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An Empirical Study on the Generalization Power of Neural Representations Learned via Visual Guessing Games ...
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Dependency Induction Through the Lens of Visual Perception ...
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Dependency Induction Through the Lens of Visual Perception ...
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Imagining Grounded Conceptual Representations from Perceptual Information in Situated Guessing Games ...
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Imagining Grounded Conceptual Representations from Perceptual Information in Situated Guessing Games ...
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The Return of Lexical Dependencies: Neural Lexicalized PCFGs ...
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Shifting the Baseline: Single Modality Performance on Visual Navigation & QA ...
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Unsupervised grammar induction with Combinatory Categorial Grammars
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