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Narrative event segmentation in the cortical reservoir
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In: ISSN: 1553-734X ; EISSN: 1553-7358 ; PLoS Computational Biology ; https://hal.archives-ouvertes.fr/hal-03454744 ; PLoS Computational Biology, Public Library of Science, 2021, 17 (10), pp.e1008993. ⟨10.1371/journal.pcbi.1008993⟩ (2021)
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Learning to Use Narrative Function Words for the Organization and Communication of Experience
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In: Front Psychol (2021)
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Abstract:
How do people learn to talk about the causal and temporal relations between events, and the motivation behind why people do what they do? The narrative practice hypothesis of Hutto and Gallagher holds that children are exposed to narratives that provide training for understanding and expressing reasons for why people behave as they do. In this context, we have recently developed a model of narrative processing where a structured model of the developing situation (the situation model) is built up from experienced events, and enriched by sentences in a narrative that describe event meanings. The main interest is to develop a proof of concept for how narrative can be used to structure, organize and describe experience. Narrative sentences describe events, and they also define temporal and causal relations between events. These relations are specified by a class of narrative function words, including “because, before, after, first, finally.” The current research develops a proof of concept that by observing how people describe social events, a developmental robotic system can begin to acquire early knowledge of how to explain the reasons for events. We collect data from naïve subjects who use narrative function words to describe simple scenes of human-robot interaction, and then employ algorithms for extracting the statistical structure of how narrative function words link events in the situation model. By using these statistical regularities, the robot can thus learn from human experience about how to properly employ in question-answering dialogues with the human, and in generating canonical narratives for new experiences. The behavior of the system is demonstrated over several behavioral interactions, and associated narrative interaction sessions, while a more formal extended evaluation and user study will be the subject of future research. Clearly this is far removed from the power of the full blown narrative practice capability, but it provides a first step in the development of an experimental infrastructure for the study of socially situated narrative practice in human-robot interaction.
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Keyword:
Psychology
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URL: https://doi.org/10.3389/fpsyg.2021.591703
http://www.ncbi.nlm.nih.gov/pubmed/33762991
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7982915/
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| 3 |
Narrative event segmentation in the cortical reservoir
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In: PLoS Comput Biol (2021)
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Language as a Cognitive Tool to Imagine Goals in Curiosity-Driven Exploration
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In: NeurIPS 2020 - 34th Conference on Neural Information Processing Systems ; https://hal.archives-ouvertes.fr/hal-03083158 ; NeurIPS 2020 - 34th Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtual, Canada (2020)
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| 5 |
Common Neural System for Sentence and Picture Comprehension Across Languages: A Chinese–Japanese Bilingual Study
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In: ISSN: 1662-5161 ; Frontiers in Human Neuroscience ; https://hal.archives-ouvertes.fr/hal-03053184 ; Frontiers in Human Neuroscience, Frontiers, 2019, 13, ⟨10.3389/fnhum.2019.00380⟩ (2019)
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| 6 |
Common Neural System for Sentence and Picture Comprehension Across Languages: A Chinese–Japanese Bilingual Study
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In: ISSN: 1662-5161 ; Frontiers in Human Neuroscience ; https://hal-univ-bourgogne.archives-ouvertes.fr/hal-02397005 ; Frontiers in Human Neuroscience, Frontiers, 2019, 13, pp.380. ⟨10.3389/fnhum.2019.00380⟩ ; https://www.frontiersin.org/articles/10.3389/fnhum.2019.00380/full (2019)
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| 7 |
Usage-Based Learning in Human Interaction with an Adaptive Virtual Assistant
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In: ISSN: 2379-8920 ; EISSN: 2379-8939 ; IEEE Transactions on Cognitive and Developmental Systems ; https://hal.archives-ouvertes.fr/hal-02414815 ; IEEE Transactions on Cognitive and Developmental Systems, Institute of Electrical and Electronics Engineers, Inc, 2019 (2019)
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| 8 |
Narrative Constructions for the Organization of Self Experience: Proof of Concept via Embodied Robotics
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| 10 |
A Recurrent Neural Network for Multiple Language Acquisition: Starting with English and French
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In: Proceedings of the NIPS Workshop on Cognitive Computation: Integrating Neural and Symbolic Approaches (CoCo 2015) ; https://hal.inria.fr/hal-02561258 ; Proceedings of the NIPS Workshop on Cognitive Computation: Integrating Neural and Symbolic Approaches (CoCo 2015), Dec 2015, Montreal, Canada ; http://ceur-ws.org/Vol-1583/ (2015)
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| 11 |
Exploring the acquisition and production of grammatical constructions through human-robot interaction with echo state networks
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In: ISSN: 1662-5218 ; EISSN: 1662-5218 ; Frontiers in Neurorobotics ; https://hal.inria.fr/hal-02383530 ; Frontiers in Neurorobotics, Frontiers, 2014, 8, ⟨10.3389/fnbot.2014.00016⟩ (2014)
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| 12 |
Exploring the acquisition and production of grammatical constructions through human-robot interaction with echo state networks
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| 18 |
On-Line Learning of Lexical Items and Grammatical Constructions via Speech, Gaze and Action-Based Human-Robot Interaction
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In: INTERSPEECH 2013 - 14th Annual Conference of the International Speech Communication Association ; https://hal.inria.fr/hal-02561340 ; INTERSPEECH 2013 - 14th Annual Conference of the International Speech Communication Association, Aug 2013, Lyon, France ; https://www.isca-speech.org/archive/interspeech_2013/i13_2657.html (2013)
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Real-Time Parallel Processing of Grammatical Structure in the Fronto-Striatal System: A Recurrent Network Simulation Study Using Reservoir Computing
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In: ISSN: 1932-6203 ; EISSN: 1932-6203 ; PLoS ONE ; https://hal.inria.fr/hal-01968923 ; PLoS ONE, Public Library of Science, 2013, 8 (2), pp.e52946. ⟨10.1371/journal.pone.0052946⟩ (2013)
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| 20 |
Recurrent temporal networks and language acquisition—from corticostriatal neurophysiology to reservoir computing
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