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Hits 1 – 12 of 12

1
Characterizing Idioms: Conventionality and Contingency ...
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2
Optimizing Deeper Transformers on Small Datasets ...
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3
Textual Time Travel: A Temporally Informed Approach to Theory of Mind ...
Abstract: Natural language processing systems such as dialogue agents should be able to reason about other people's beliefs, intentions and desires. This capability, called theory of mind (ToM), is crucial, as it allows a model to predict and interpret the needs of users based on their mental states. A recent line of research evaluates the ToM capability of existing memory-augmented neural models through question-answering. These models perform poorly on false belief tasks where beliefs differ from reality, especially when the dataset contains distracting sentences. In this paper, we propose a new temporally informed approach for improving the ToM capability of memory-augmented neural models. Our model incorporates priors about the entities' minds and tracks their mental states as they evolve over time through an extended passage. It then responds to queries through textual time travel---i.e., by accessing the stored memory of an earlier time step. We evaluate our model on ToM datasets and find that this approach ...
Keyword: Computational Linguistics; Conversational Agent; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://underline.io/lecture/39954-textual-time-travel-a-temporally-informed-approach-to-theory-of-mind
https://dx.doi.org/10.48448/0b0a-vn87
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4
Modeling Event Plausibility with Consistent Conceptual Abstraction ...
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5
ADEPT: An Adjective-Dependent Plausibility Task ...
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6
An Analysis of Dataset Overlap on Winograd-Style Tasks ...
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7
On the Systematicity of Probing Contextualized Word Representations: The Case of Hypernymy in BERT ...
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8
Learning Efficient Task-Specific Meta-Embeddings with Word Prisms ...
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9
Resolving Event Coreference with Supervised Representation Learning and Clustering-Oriented Regularization ...
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10
Leveraging Lexical Resources for Learning Entity Embeddings in Multi-Relational Data ...
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11
Distributional Semantics for Robust Automatic Summarization
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12
Entity-based local coherence modelling using topological fields
In: Association for Computational Linguistics. Proceedings of the conference. - Stroudsburg, Penn. : ACL 48 (2010) 1, 186-195
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