Abstract
We present EMISSOR: a platform to capture multimodal interactions as recordings of episodic experiences with explicit referential interpretations that yield an episodic Knowledge Graph (eKG). The platform stores streams of multiple modalities as parallel signals. Each signal is segmented and annotated independently with interpretation. Annotations are eventually mapped to explicit identities and relations in the eKG. As we ground signal segments from different modalities to the same instance representations, we also ground different modalities across each other. Unique to our eKG is that it accepts different interpretations across modalities, sources and experiences and supports reasoning over conflicting information and uncertainties that may result from multimodal experiences. EMISSOR can record and annotate experiments in virtual and real-world, combine data, evaluate system behavior and their performance for preset goals but also model the accumulation of knowledge and interpretations in the Knowledge Graph as a result of these episodic experiences.
Original language | English |
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Title of host publication | Proceedings of the 1st Workshop on Multimodal Semantic Representations (MMSR) |
Editors | Lucia Donatelli, Nikhil Krishnaswamy, Kenneth Lai, James Pustejovsky |
Place of Publication | Groningen |
Publisher | Association for Computational Linguistics (ACL) |
Pages | 56-77 |
Number of pages | 22 |
ISBN (Electronic) | 9781954085213 |
Publication status | Published - Jun 2021 |
Event | 1st Workshop on Multimodal Semantic Representations, MMSR 2021 - Virtual, Groningen, Netherlands Duration: 16 Jun 2021 → … |
Conference
Conference | 1st Workshop on Multimodal Semantic Representations, MMSR 2021 |
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Country/Territory | Netherlands |
City | Virtual, Groningen |
Period | 16/06/21 → … |
Bibliographical note
Funding Information:This research was funded by the Vrije Univer-siteit Amsterdam and the Netherlands Organisation for Scientific Research (NWO) via the Spinoza grant (SPI 63-260) awarded to Piek Vossen, the Hybrid Intelligence Centre via the Zwaartekracht grant (024.004.022) and the research project (9406.D1.19.005) Communicating with and Relating to Social Robots: Alice Meets Leolani.
Publisher Copyright:
© 2021 Association for Computational Linguistics
Funding
This research was funded by the Vrije Univer-siteit Amsterdam and the Netherlands Organisation for Scientific Research (NWO) via the Spinoza grant (SPI 63-260) awarded to Piek Vossen, the Hybrid Intelligence Centre via the Zwaartekracht grant (024.004.022) and the research project (9406.D1.19.005) Communicating with and Relating to Social Robots: Alice Meets Leolani.