Interactive Natural Language Technology for Explainable Artificial Intelligence

Leistungen

Technical report on the state of the art in argumentation technology for XAI

Technical report on the state of the art of argumentation technology for XAI manuscript coauthored by ESR7 and ESR8

Technical report on state of the art end-to-end NLG systems

Technical report on state of the art endtoend NLG systems manuscript coauthored by ESR5 and ESR6

Technical report on state of the art XAI models

Technical report on state of the art XAI models review manuscript coauthored by ESRs 14

Technical report on the state of the art in interactive interfaces for XAI

Technical report on the state of the art in interactive interfaces for XAI manuscript coauthored by ESRs 911

Supervisory Board of the network
Recruitment strategy and call

NL4XAI website and social media profiles available

NL4XAI website and social media profiles available.

Press release 1 to media

Press release 1 to media at the Initial training meeting.

Veröffentlichungen

The Natural Language Pipeline, Neural Text Generation and Explainability

Autoren: J. Faille, A. Gatt and C. Gardent
Veröffentlicht in: 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020, Seite(n) 16-21
Herausgeber: Association for Computational Linguistics

Towards Generating Effective Explanations of Logical Formulas: Challenges and Strategies

Autoren: A. Mayn (ESR4-UU), K. van Deemter
Veröffentlicht in: 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Herausgeber: Association for Computational Linguistics

Towards Harnessing Natural Language Generation to Explain Black-box Models

Autoren: Ettore Mariotti, Jose M. Alonso, Albert Gatt
Veröffentlicht in: 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Herausgeber: Association for Computational Linguistics

Explaining Bayesian Networks in Natural Language: State of the Art and Challenges

Autoren: Conor Hennessy, Alberto Bugarín, Ehud Reiter
Veröffentlicht in: 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Herausgeber: Association for Computational Linguistics

This Item Might Reinforce Your Opinion: Obfuscation and Labeling of Search Results to Mitigate Confirmation Bias

Autoren: Alisa Rieger, Tim Draws, Mariët Theune, Nava Tintarev
Veröffentlicht in: Proceedings of the 32st ACM Conference on Hypertext and Social Media, 2021, Seite(n) 189-199, ISBN 9781450385510
Herausgeber: ACM
DOI: 10.1145/3465336.3475101

Seeing past words: Testing the cross-modal capabilities of pretrained V&L models on counting tasks

Autoren: Parcalabescu, Letitia; Gatt, Albert; Frank, Anette; Calixto, Iacer
Veröffentlicht in: Proceedings of Beyond Language: Multimodal Semantic Representations (MMSR'21), Ausgabe 1, 2021
Herausgeber: Association for Computational Linguistics

Explaining data using causal Bayesian networks

Autoren: Jaime Sevilla
Veröffentlicht in: Proceedings of the 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020, Seite(n) 34-38
Herausgeber: Assoication for Computational Linguistics

Understanding Cross-modal Interactions in V&L Models that Generate Scene Descriptions

Autoren: Michele Cafagna; Kees van Deemter; Albert Gatt
Veröffentlicht in: Proceedings of the Workshop on Unimodal and Multimodal Induction of Linguistic Structures (UM-IoS), Ausgabe 10, 2022
Herausgeber: Association for Computational Linguistics
DOI: 10.18653/v1/2022.umios-1.6

Is Shortest Always Best? The Role of Brevity in Logic-to-Text Generation

Autoren: Eduardo Calò, Jordi Levy, Albert Gatt, Kees Van Deemter
Veröffentlicht in: Proceedings of the 12th Joint Conference on Lexical and Computational Semantics (*SEM 2023), 2023
Herausgeber: ACL
DOI: 10.18653/v1/2023.starsem-1.17

Prometheus: Harnessing Fuzzy Logic and Natural Language for Human-centric Explainable Artificial Intelligence

Autoren: Ettore Mariotti, Jose M. Alonso-Moral, Albert Gatt
Veröffentlicht in: XIX Conference of the Spanish Association for Artificial Intelligence (CAEPIA)-ESTYLF-CEDI 2021, 2021
Herausgeber: XIX Conference of the Spanish Association for Artificial Intelligence (CAEPIA)-ESTYLF-CEDI 2021

Toward Natural Language Mitigation Strategies for Cognitive Biases in Recommender Systems

Autoren: Alisa Rieger, Mariet Theune, Nava Tintarev
Veröffentlicht in: NL4XAI 20202nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Herausgeber: Association for Computational Linguistics (ACL)

A Framework for Analyzing Fairness, Accountability, Transparency and Ethics: A Use-case in Banking Services

Autoren: Ettore Mariotti, Jose M. Alonso, Roberto Confalonieri
Veröffentlicht in: 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2021, Seite(n) 1-6, ISBN 978-1-6654-4407-1
Herausgeber: IEEE
DOI: 10.1109/fuzz45933.2021.9494481

Entity-Based Semantic Adequacy for Data-to-Text Generation

Autoren: Juliette Faille, Albert Gatt and Claire Gardent
Veröffentlicht in: Findings of the Association for Computational Linguistics: EMNLP 2021, 2021, Seite(n) 1530-1540
Herausgeber: Association for Computational Linguistics

Enhancing and Evaluating the Grammatical Framework Approach to Logic-to-Text Generation

Autoren: Eduardo Calò, Elze van der Werf, Albert Gatt, Kees van Deemter
Veröffentlicht in: Proceedings of the 2nd Workshop on Natural Language Generation, Evaluation, and Metrics (GEM), 2022
Herausgeber: ACL
DOI: 10.18653/v1/2022.gem-1.13

General Boolean Formula Minimization with QBF Solvers

Autoren: Calò, Eduardo; Levy, Jordi
Veröffentlicht in: CCIA 2023, Ausgabe 12, 2023
Herausgeber: CCIA
DOI: 10.48550/arxiv.2303.06643

HL Dataset: Visually-grounded Description of Scenes, Actions and Rationales

Autoren: Michele Cafagna; Kees van Deemter; Albert Gatt
Veröffentlicht in: Proceedings of the 16th International Natural Language Generation Conference, Ausgabe 12, 2023, Seite(n) 293–312
Herausgeber: Association for Computational Linguistics
DOI: 10.18653/v1/2023.inlg-main.21

A Confusion Matrix for Evaluating Feature Attribution Methods

Autoren: Anna Arias-Duart; Ettore Mariotti; Dario Garcia-Gasulla; Jose Maria Alonso-Moral
Veröffentlicht in: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
Herausgeber: IEEE
DOI: 10.1109/cvprw59228.2023.00380

Searching for the Whole Truth: Harnessing the Power of Intellectual Humility to Boost Better Search on Debated Topics

Autoren: Alisa Rieger; Frank Bredius; Nava Tintarev; Maria Soledad Pera
Veröffentlicht in: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems, Ausgabe 11, 2023, ISBN 9781450394222
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3544549.3585693

„Mann“ is to “Donna” as「国王」is to « Reine » Adapting the Analogy Task for Multilingual and Contextual Embeddings

Autoren: Timothee Mickus, Eduardo Calò, Léo Jacqmin, Denis Paperno, Mathieu Constant
Veröffentlicht in: Proceedings of the 12th Joint Conference on Lexical and Computational Semantics (*SEM 2023), 2023
Herausgeber: ACL
DOI: 10.18653/v1/2023.starsem-1.25

Argumentation Theoretical Frameworks for Explainable Artificial Intelligence

Autoren: M. H. Demollin, Q. Shaheen, K. Budzynska, C. Sierra
Veröffentlicht in: Proc. of 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence (NL4XAI2020), 2020
Herausgeber: ACL Anthology

Exploring the balance between interpretability and performance with carefully designed constrainable Neural Additive Models

Autoren: Ettore Mariotti; José María Alonso Moral; Albert Gatt
Veröffentlicht in: Information Fusion, Ausgabe Volume 99, November 2023, 101882, 2023, ISSN 1566-2535
Herausgeber: Elsevier BV
DOI: 10.1016/j.inffus.2023.101882

Interpreting vision and language generative models with semantic visual priors

Autoren: Michele Cafagna; Lina M. Rojas-Barahona; Kees van Deemter; Albert Gatt
Veröffentlicht in: Frontiers in Artificial Intelligence, Ausgabe 6, 2023, ISSN 2624-8212
Herausgeber: Frontiers in Artificial Intelligence
DOI: 10.3389/frai.2023.1220476

Recommender systems under European AI regulations

Autoren: Tommaso Di Noia, Nava Tintarev, Panagiota Fatourou, Markus Schedl
Veröffentlicht in: Communication of the ACM, 2022, ISSN 0001-0782
Herausgeber: Association for Computing Machinary, Inc.
DOI: 10.1145/3512728

VALSE: A Task-Independent Benchmark for Vision and Language Models Centered on Linguistic Phenomena

Autoren: Parcalabescu, L; Cafagna, M; Muradjan, L; Frank, A; Calixto, I; Gatt, A; Afd Intelligent Software Systems; Sub Natural Language Processing; Natural Language Processing
Veröffentlicht in: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL'22). Association for Computational Linguistics, Ausgabe 21, 2022, Seite(n) 8253–8280
Herausgeber: Association for Computational Linguistics
DOI: 10.18653/v1/2022.acl-long.567

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