A Coachable Parser of Natural Language Advice

Christodoulos Ioannou; Loizos Michael; Loizos Michael

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Paper

A Coachable Parser of Natural Language Advice

Topics: Explainable Artificial Intelligence; Knowledge Representation and Reasoning; Knowledge-Based Systems; Natural Language Processing

In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, 500-510, 2024 , Rome, Italy

Authors: Christodoulos Ioannou ¹ and Loizos Michael ^{1

;

2}

Affiliations: ¹ Open University of Cyprus, Nicosia, Cyprus ; ² CYENS Center of Excellence, Nicosia, Cyprus

Keyword(s): Knowledge Engineering, Knowledge Acquisition, Interactive Programming, Translation Policy, Machine Coaching.

Abstract: We present a system for parsing advice offered by a human to a machine. The advice is given in the form of conditional sentences in natural language, and the system generates a logic-based (machine-readable) rep-resentation of the advice, as appropriate for use by the machine in a downstream task. The system utilizes a “white-box” knowledge-based translation policy, which can be acquired iteratively in a developmental manner through a coaching process. We showcase this coaching process by demonstrating how linguistic annotations of sentences can be combined, through simple logic-based expressions, to carry out the translation task.

CC BY-NC-ND 4.0

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Paper citation in several formats:

Ioannou, C. and Michael, L. (2024). A Coachable Parser of Natural Language Advice. In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-758-680-4; ISSN 2184-433X, SciTePress, pages 500-510. DOI: 10.5220/0012454500003636

@conference{icaart24,
author={Christodoulos Ioannou. and Loizos Michael.},
title={A Coachable Parser of Natural Language Advice},
booktitle={Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2024},
pages={500-510},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012454500003636},
isbn={978-989-758-680-4},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART
TI - A Coachable Parser of Natural Language Advice
SN - 978-989-758-680-4
IS - 2184-433X
AU - Ioannou, C.
AU - Michael, L.
PY - 2024
SP - 500
EP - 510
DO - 10.5220/0012454500003636
PB - SciTePress