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1
Analysis of Language Change in Collaborative Instruction Following ...
Effenberger, Anna; Yan, Eva; Singh, Rhia. - : University of Massachusetts Amherst, 2022
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2
Analysis of Language Change in Collaborative Instruction Following
In: Proceedings of the Society for Computation in Linguistics (2022)
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3
Analysis of Language Change in Collaborative Instruction Following ...
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4
Analysis of Language Change in Collaborative Instruction Following ...
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Continual Learning for Grounded Instruction Generation by Observing Human Following Behavior ...
Abstract: We study continual learning for natural language instruction generation, by observing human users' instruction execution. We focus on a collaborative scenario, where the system both acts and delegates tasks to human users using natural language. We compare user execution of generated instructions to the original system intent as an indication to the system's success communicating its intent. We show how to use this signal to improve the system's ability to generate instructions via contextual bandit learning. In interaction with real users, our system demonstrates dramatic improvements in its ability to generate language over time. ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Text Generation
URL: https://dx.doi.org/10.48448/a2sf-0y19
https://underline.io/lecture/38191-continual-learning-for-grounded-instruction-generation-by-observing-human-following-behavior
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6
Evaluating Models' Local Decision Boundaries via Contrast Sets ...
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7
What is Learned in Visually Grounded Neural Syntax Acquisition ...
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8
A Corpus for Reasoning About Natural Language Grounded in Photographs ...
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9
Touchdown: Natural Language Navigation and Spatial Reasoning in Visual Street Environments ...
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10
Mapping Instructions and Visual Observations to Actions with Reinforcement Learning ...
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11
Situated Learning and Understanding of Natural Language
Artzi, Yoav. - 2015
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12
Learning to Automatically Solve Algebra Word Problems
In: MIT web domain (2014)
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