Research Collections
Publications grouped by research theme. Collections aggregate existing records automatically; each paper links to its authoritative source.
Human-Centred AI (7)
- A Decision-Level Approach to Multimodal Sentiment Analysis — Computational Linguistics and Intelligent Text Processing (CICLing 2018), Lecture Notes in Computer Science, 2023
- Affective Analytics and Visualization for Ensemble Event-Driven Stock Market Forecasting — Advanced Visual Interfaces: Supporting AI and Big Data Applications (AVI 2020 Workshops), Springer, pp. 28–55, 2021
- Proceedings of the 6th Collaborative European Research Conference (CERC 2020) — CEUR Workshop Proceedings, Vol-2815, 2020
- Common Sense Validation and Reasoning Using Natural Language Processing — 6th Collaborative European Research Conference (CERC 2020), pp. 141–151, 2020
- Detecting Sarcasm in News Headlines — 6th Collaborative European Research Conference (CERC 2020), 2020
- EPITA-ADAPT at SemEval-2019 Task 3: Detecting Emotions in Textual Conversations Using Deep Learning Models Combination — Proceedings of the 13th International Workshop on Semantic Evaluation (SemEval), 2019
- ADAPT at IJCNLP-2017 Task 4: A Multinomial Naive Bayes Classification Approach for Customer Feedback Analysis — IJCNLP 2017 Shared Tasks, pp. 161–169, 2017
Multilingual & Arabic NLP (44)
- ADAPT–MTU HAI at IWSLT2026: Robust Cascaded Speech Translation for Bhojpuri–Hindi and Irish–English — Proceedings of the 23rd International Conference on Spoken Language Translation (IWSLT 2026), 2026
- Enhancing Dialectal Arabic Intent Detection through Cross-Dialect Multilingual Input Augmentation — Proceedings of the 4th Workshop on Arabic Corpus Linguistics (WACL-4), 2025
- Rethinking Sign Language Translation: The Impact of Signer Dependence on Model Evaluation — Findings of the Association for Computational Linguistics: EMNLP 2025, 2025
- ADAPT–MTU HAI at QIAS2025: Dual-Expert LLM Fine-Tuning and Constrained Decoding for Arabic Islamic Inheritance Reasoning — Proceedings of the Third Arabic Natural Language Processing Conference: Shared Tasks, 2025
- ADAPT–MTU HAI at PalmX 2025: Leveraging Full and Parameter-Efficient LLM Fine-Tuning for Arabic Cultural QA — Proceedings of the Third Arabic Natural Language Processing Conference: Shared Tasks, 2025
- The Influence of Iconicity in Transfer Learning for Sign Language Recognition — Int. Conf. on Applications of Natural Language to Information Systems (NLDB), Springer, 2024
- Transformers for Low-Resource Languages: Is Féidir Linn! — arXiv preprint arXiv:2403.01985, 2024
- adaptNMT: An Open-Source, Language-Agnostic Development Environment for Neural Machine Translation — Language Resources and Evaluation, 57(4), 1671–1696, 2023
- adaptMLLM: Fine-Tuning Multilingual Language Models on Low-Resource Languages with Integrated LLM Playgrounds — Information, 14(12), 638, 2023
- Design of an Open-Source Architecture for Neural Machine Translation — Proceedings of the 1st Workshop on Open Community-Driven Machine Translation, 2023
- A Decision-Level Approach to Multimodal Sentiment Analysis — Computational Linguistics and Intelligent Text Processing (CICLing 2018), Lecture Notes in Computer Science, 2023
- TF-IDF or Transformers for Arabic Dialect Identification? ITFLOWS participation in the NADI 2022 Shared Task — Proceedings of the Seventh Arabic Natural Language Processing Workshop (WANLP), 2022
- gaHealth: An English–Irish Bilingual Corpus of Health Data — Proceedings of the Thirteenth Language Resources and Evaluation Conference (LREC), 2022
- Human Evaluation of English–Irish Transformer-Based NMT — Information, 13(7), 309, 2022
- Machine Translation in the Covid Domain: an English–Irish Case Study for LoResMT 2021 — Workshop on Technologies for MT of Low Resource Languages (LoResMT 2021), 2021
- Automatic Error Detection for Image to Text Tools — 6th Collaborative European Research Conference (CERC 2020), pp. 183–190, 2020
- Dialect-Aware Tokenisation for Translating Arabic User-Generated Content — 30th Meeting of Computational Linguistics in the Netherlands (CLIN 30), 2020
- Hierarchical Deep Learning for Arabic Dialect Identification — Proceedings of the Fourth Arabic Natural Language Processing Workshop, 2019
- Proceedings of the Qualities of Literary Machine Translation — Proceedings of the Qualities of Literary Machine Translation, Dublin, 2019
- A Systematic Comparison Between SMT and NMT on Translating User-Generated Content — 20th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2019), 2019
- Sentiment Preservation in Machine Translation — 29th Computational Linguistics in the Netherlands (CLIN 29), 2019
- Word Embedding-Based Semantic Cross-Lingual Document Alignment in Comparable Corpora — 10th Annual Meeting of the Forum for Information Retrieval Evaluation (FIRE 2018), ACM, pp. 28–34, 2018
- FooTweets: A Bilingual Parallel Corpus of World Cup Tweets — Eleventh International Conference on Language Resources and Evaluation (LREC 2018), 2018
- Balancing Translation Quality and Sentiment Preservation — 13th Conference of the Association for Machine Translation in the Americas (AMTA 2018, Vol. 1: Research Papers), pp. 81–88, 2018
- Proceedings of the First Workshop on Curation and Applications of Parallel and Comparable Corpora — First Workshop on Curation and Applications of Parallel and Comparable Corpora, IJCNLP 2017, 2017
- Maintaining Sentiment Polarity in Translation of User-Generated Content — The Prague Bulletin of Mathematical Linguistics, 108(1), 73–84, 2017
- Dublin City University Participation in the VTT Track at TRECVid 2017 — Proceedings of TRECVid 2017, NIST, 2017
- MultiNews: A Web Collection of an Aligned Multimodal and Multilingual Corpus — First Workshop on Curation and Applications of Parallel and Comparable Corpora, 2017
- Sentiment Translation for Low-Resourced Languages: Experiments on Irish General Election Tweets — The International Journal of Computational Linguistics and Applications (IJCLA), 2017
- Identifying Effective Translations for Cross-Lingual Arabic-to-English User-Generated Speech Search — WANLP 2017: Third Arabic Natural Language Processing Workshop, 2017
- Building and Using Multimodal Comparable Corpora for Machine Translation — Natural Language Engineering, 22(4), 603–625, 2016
- Integrating Optical Character Recognition and Machine Translation of Historical Documents — Workshop on Language Technology Resources and Tools for Digital Humanities (LT4DH), 2016
- Dublin City University and Partners' Participation in the INS and VTT Tracks at TRECVid 2016 — 2016 TREC Video Retrieval Evaluation Workshop (TRECVid 2016), NIST, 2016
- FaDA: Fast Document Aligner Using Word Embedding — The Prague Bulletin of Mathematical Linguistics, 106, 169–179, 2016
- From Arabic User-Generated Content to Machine Translation: Integrating Automatic Error Correction — CICLing 2016: 17th International Conference on Intelligent Text Processing and Computational Linguistics, 2016
- Using SMT for OCR Error Correction of Historical Texts — LREC 2016, pp. 962–966, 2016
- The ADAPT Bilingual Document Alignment System at WMT16 — First Conference on Machine Translation (WMT16), Vol. 2: Shared Task Papers, pp. 717–723, 2016
- OCR Error Correction Using Statistical Machine Translation — 16th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing 2015), 2015
- Multimodal Comparable Corpora for Machine Translation — 7th Workshop on Building and Using Comparable Corpora (BUCC 2014), 2014
- Multimodal Comparable Corpora as Resources for Extracting Parallel Data: Parallel Phrases Extraction — International Joint Conference on Natural Language Processing (IJCNLP 2013), 2013
- Parallel Text Extraction from Multimodal Comparable Corpora — 8th International Conference on Natural Language Processing (JapTAL/NLP 2012), LNAI 7614, Springer, pp. 40–51, 2012
- Traduction automatique à partir de corpus comparables : Extraction de phrases parallèles à partir de données comparables multimodales — TALN 2012, Grenoble, France, 2012
- LIUM's SMT Machine Translation Systems for WMT 2011 — Sixth Workshop on Statistical Machine Translation (WMT 2011), 2011
- LIG Statistical Machine Translation Systems for IWSLT 2010 — International Workshop on Spoken Language Translation (IWSLT 2010), 2010
Evaluation & Benchmarking (4)
- PTEB: Towards Robust Text Embedding Evaluation via Stochastic Paraphrasing at Evaluation Time with LLMs — Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2026), Long Papers, 2026
- Rethinking Sign Language Translation: The Impact of Signer Dependence on Model Evaluation — Findings of the Association for Computational Linguistics: EMNLP 2025, 2025
- GASE: Generatively Augmented Sentence Encoding — Findings of the Association for Computational Linguistics: EMNLP 2025, 2025
- Human Evaluation of English–Irish Transformer-Based NMT — Information, 13(7), 309, 2022
Trustworthy AI (16)
- Towards Explainable Job Title Matching: Leveraging Semantic Textual Relatedness and Knowledge Graphs — RecSys in HR'25: 5th Workshop on Recommender Systems for Human Resources (ACM RecSys 2025), 2025
- Advancing Earth Observation: A Survey on AI-Powered Image Processing in Satellites — European Journal of Remote Sensing, 58(1), 2567921, 2025
- Proceedings of the Second Workshop on Natural Language Processing for Political Sciences @ LREC-COLING 2024 — LREC-COLING 2024, 2024
- Predicting Country Instability Using Bayesian Deep Learning and Random Forest — arXiv preprint, 2024
- Enabling All In-Edge Deep Learning: A Literature Review — IEEE Access, 11, 3431–3460, 2023
- Federated Split Learning with Only Positive Labels for Resource-Constrained IoT Environments — arXiv preprint arXiv:2307.13266, 2023
- Performance and Information Leakage in Splitfed Learning and Multi-Head Split Learning in Healthcare Data and Beyond — Methods and Protocols, 5(4), 60, 2022
- TransCasm: A Bilingual Corpus of Sarcastic Tweets — Proceedings of the LREC 2022 Workshop on NLP for Political Sciences, 2022
- Enabling Deep Learning for All-in Edge Paradigm — CoRR / arXiv preprint arXiv:2204.03326, 2022
- Proceedings of the LREC 2022 Workshop on Natural Language Processing for Political Sciences — LREC 2022 Workshop on NLP for Political Sciences, 2022
- D5.3 Manual for Software Prototype of Social Media Analysis Tool to Monitor Public Attitudes towards Migration — ITFLOWS Project Deliverable (H2020), 2022
- Splitfed Learning Without Client-Side Synchronization: Analyzing Client-Side Split Network Portion Size to Overall Performance — arXiv preprint arXiv:2109.09246, 2021
- Affective Analytics and Visualization for Ensemble Event-Driven Stock Market Forecasting — Advanced Visual Interfaces: Supporting AI and Big Data Applications (AVI 2020 Workshops), Springer, pp. 28–55, 2021
- D3.3 Details of the Big Data Used in Predicting Country Instability and Model Description — ITFLOWS Project Deliverable (H2020), 2021
- Detecting Sarcasm in News Headlines — 6th Collaborative European Research Conference (CERC 2020), 2020
- Online News Analysis on Cloud Computing Platform for Market Prediction — 6th Collaborative European Research Conference (CERC 2020), pp. 125–140, 2020
AI for Health & Biology (14)
- From Reads to Reports: A Vision for a GFM-Powered Genomic Diagnostic Platform — IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2025), 2025
- Performance and Information Leakage in Splitfed Learning and Multi-Head Split Learning in Healthcare Data and Beyond — Methods and Protocols, 5(4), 60, 2022
- Stool and Ruminal Microbiome Components Associated with Methane Emission and Feed Efficiency in Nelore Beef Cattle — Frontiers in Genetics, 13, 812828, 2022
- gaHealth: An English–Irish Bilingual Corpus of Health Data — Proceedings of the Thirteenth Language Resources and Evaluation Conference (LREC), 2022
- BiGAMi: Bi-Objective Genetic Algorithm Fitness Function for Feature Selection on Microbiome Datasets — Methods and Protocols, 5(3), 42, 2022
- Towards Continuous Professional Monitoring of Health Status Based on Energetic Balancing — 2022 IEEE International Workshop on Sport, Technology and Research (STAR), pp. 72–77, 2022
- Putative Mobilized Colistin Resistance Genes in the Human Gut Microbiome — BMC Microbiology, 21, 1–10, 2021
- Machine Translation in the Covid Domain: an English–Irish Case Study for LoResMT 2021 — Workshop on Technologies for MT of Low Resource Languages (LoResMT 2021), 2021
- Nasopharyngeal Microbial Communities of Patients Infected with SARS-CoV-2 That Developed COVID-19 — Frontiers in Microbiology, 12, 637430, 2021
- Understanding the Role of (Advanced) Machine Learning in Metagenomic Workflows — AVI-BDA 2020 / ITAVIS 2020, Lecture Notes in Computer Science, vol. 12585, Springer, 2020
- TeleStroke System (TSS) — 6th Collaborative European Research Conference (CERC 2020), pp. 325–334, 2020
- Chatbot-Based Behaviour Analysis for Obesity Support Platform — 6th Collaborative European Research Conference (CERC 2020), pp. 112–124, 2020
- A Metagenomic Content and Knowledge Management Ecosystem Platform — IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2019), 2019
- A Comparative Analysis of Classification Techniques for Cervical Cancer Utilising At Risk Factors and Screening Test Results — 27th AIAI Irish Conference on Artificial Intelligence and Cognitive Science (AICS 2019), Galway, 2019