Interactive Natural Language Technology for Explainable Artificial Intelligence

Resultado final

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.

Publicaciones

The Natural Language Pipeline, Neural Text Generation and Explainability

Autores: J. Faille, A. Gatt and C. Gardent
Publicado en: 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020, Página(s) 16-21
Editor: Association for Computational Linguistics

Towards Generating Effective Explanations of Logical Formulas: Challenges and Strategies

Autores: A. Mayn (ESR4-UU), K. van Deemter
Publicado en: 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Editor: Association for Computational Linguistics

Towards Harnessing Natural Language Generation to Explain Black-box Models

Autores: Ettore Mariotti, Jose M. Alonso, Albert Gatt
Publicado en: 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Editor: Association for Computational Linguistics

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

Autores: Conor Hennessy, Alberto Bugarín, Ehud Reiter
Publicado en: 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Editor: Association for Computational Linguistics

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

Autores: Alisa Rieger, Tim Draws, Mariët Theune, Nava Tintarev
Publicado en: Proceedings of the 32st ACM Conference on Hypertext and Social Media, 2021, Página(s) 189-199, ISBN 9781450385510
Editor: ACM
DOI: 10.1145/3465336.3475101

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

Autores: Parcalabescu, Letitia; Gatt, Albert; Frank, Anette; Calixto, Iacer
Publicado en: Proceedings of Beyond Language: Multimodal Semantic Representations (MMSR'21), Edición 1, 2021
Editor: Association for Computational Linguistics

Explaining data using causal Bayesian networks

Autores: Jaime Sevilla
Publicado en: Proceedings of the 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020, Página(s) 34-38
Editor: Assoication for Computational Linguistics

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

Autores: Michele Cafagna; Kees van Deemter; Albert Gatt
Publicado en: Proceedings of the Workshop on Unimodal and Multimodal Induction of Linguistic Structures (UM-IoS), Edición 10, 2022
Editor: 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

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

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

Autores: Ettore Mariotti, Jose M. Alonso-Moral, Albert Gatt
Publicado en: XIX Conference of the Spanish Association for Artificial Intelligence (CAEPIA)-ESTYLF-CEDI 2021, 2021
Editor: XIX Conference of the Spanish Association for Artificial Intelligence (CAEPIA)-ESTYLF-CEDI 2021

Toward Natural Language Mitigation Strategies for Cognitive Biases in Recommender Systems

Autores: Alisa Rieger, Mariet Theune, Nava Tintarev
Publicado en: NL4XAI 20202nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Editor: Association for Computational Linguistics (ACL)

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

Autores: Ettore Mariotti, Jose M. Alonso, Roberto Confalonieri
Publicado en: 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2021, Página(s) 1-6, ISBN 978-1-6654-4407-1
Editor: IEEE
DOI: 10.1109/fuzz45933.2021.9494481

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

Autores: Juliette Faille, Albert Gatt and Claire Gardent
Publicado en: Findings of the Association for Computational Linguistics: EMNLP 2021, 2021, Página(s) 1530-1540
Editor: Association for Computational Linguistics

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

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

General Boolean Formula Minimization with QBF Solvers

Autores: Calò, Eduardo; Levy, Jordi
Publicado en: CCIA 2023, Edición 12, 2023
Editor: CCIA
DOI: 10.48550/arxiv.2303.06643

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

Autores: Michele Cafagna; Kees van Deemter; Albert Gatt
Publicado en: Proceedings of the 16th International Natural Language Generation Conference, Edición 12, 2023, Página(s) 293–312
Editor: Association for Computational Linguistics
DOI: 10.18653/v1/2023.inlg-main.21

A Confusion Matrix for Evaluating Feature Attribution Methods

Autores: Anna Arias-Duart; Ettore Mariotti; Dario Garcia-Gasulla; Jose Maria Alonso-Moral
Publicado en: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2023
Editor: 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

Autores: Alisa Rieger; Frank Bredius; Nava Tintarev; Maria Soledad Pera
Publicado en: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems, Edición 11, 2023, ISBN 9781450394222
Editor: 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

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

Argumentation Theoretical Frameworks for Explainable Artificial Intelligence

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

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

Autores: Ettore Mariotti; José María Alonso Moral; Albert Gatt
Publicado en: Information Fusion, Edición Volume 99, November 2023, 101882, 2023, ISSN 1566-2535
Editor: Elsevier BV
DOI: 10.1016/j.inffus.2023.101882

Interpreting vision and language generative models with semantic visual priors

Autores: Michele Cafagna; Lina M. Rojas-Barahona; Kees van Deemter; Albert Gatt
Publicado en: Frontiers in Artificial Intelligence, Edición 6, 2023, ISSN 2624-8212
Editor: Frontiers in Artificial Intelligence
DOI: 10.3389/frai.2023.1220476

Recommender systems under European AI regulations

Autores: Tommaso Di Noia, Nava Tintarev, Panagiota Fatourou, Markus Schedl
Publicado en: Communication of the ACM, 2022, ISSN 0001-0782
Editor: Association for Computing Machinary, Inc.
DOI: 10.1145/3512728

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

Autores: Parcalabescu, L; Cafagna, M; Muradjan, L; Frank, A; Calixto, I; Gatt, A; Afd Intelligent Software Systems; Sub Natural Language Processing; Natural Language Processing
Publicado en: Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL'22). Association for Computational Linguistics, Edición 21, 2022, Página(s) 8253–8280
Editor: Association for Computational Linguistics
DOI: 10.18653/v1/2022.acl-long.567

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