Нейрондық модульдік желілер

method ID: neuralmodulenetworks

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AbstractComplex reasoning over text requires understanding and chaining together free-form predicates and logical connectives. Prior work has largely tried to do this either symbolically or with black-box transformers. We present …...

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Obtaining Faithful Interpretations from Compositional Neural Networks

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AbstractNeural module networks (NMNs) are a popular approach for modeling compositionality: they achieve high accuracy when applied to problems in language and vision, while reflecting the compositional structure of the …...

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Mind the Context: The Impact of Contextualization in Neural Module Networks for Grounding Visual Referring Expressions

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Publication: TIPSTER (2021)

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AbstractNeural module networks (NMN) are a popular approach for grounding visual referring expressions. Prior implementations of NMN use pre-defined and fixed textual inputs in their module instantiation. This necessitates a …...

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Paired Examples as Indirect Supervision in Latent Decision Models

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AbstractCompositional, structured models are appealing because they explicitly decompose problems and provide interpretable intermediate outputs that give confidence that the model is not simply latching onto data artifacts. Learning these …...

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AbstractEthical judgment aims to determine if a person in a narrative situation acts under people’s social norms under a culture, so it is crucial to understand actions in narratives and …...

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Teaching Neural Module Networks to Do Arithmetic

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Publication: TIPSTER (2022)

DOI: nan

AbstractAnswering complex questions that require multi-step multi-type reasoning over raw text is challenging, especially when conducting numerical reasoning. Neural Module Networks (NMNs), follow the programmer-interpreter framework and design trainable modules …...

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VGNMN: Video-grounded Neural Module Networks for Video-Grounded Dialogue Systems

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AbstractNeural module networks (NMN) have achieved success in image-grounded tasks such as Visual Question Answering (VQA) on synthetic images. However, very limited work on NMN has been studied in the …...

21160