--- title: "Daniel Beck · RMIT University — author profile and papers" description: "Daniel Beck, RMIT University: 3 papers on Elamur Research (2018–2026), h-index 11 — affiliations, topics, co-authors and who cites them in…" canonical: "https://research.elamur.ai/free/en/authors/daniel-beck/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/daniel-beck/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Daniel Beck # Daniel Beck Daniel Beck has 3 papers in our library, in 2018–2026; often with [Gholamreza Haffari](https://md.research.elamur.ai/free/en/authors/gholamreza-haffari/), [Jey Han Lau](https://md.research.elamur.ai/free/en/authors/jey-han-lau/), [Karin Verspoor](https://md.research.elamur.ai/free/en/authors/karin-verspoor/). 3 papers in our library · 2018–2026 [OpenAlex](https://openalex.org/A5026654079) · [ORCID](https://orcid.org/0000-0001-9560-2773) · [**h-index 11**](https://openalex.org/authors/A5026654079) · [44 works](https://openalex.org/works?filter=author.id:A5026654079) · [693 citations](https://openalex.org/works?filter=author.id:A5026654079&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/daniel-beck/#papers) · [🔗 Cited 155 times in our library](https://md.research.elamur.ai/free/en/authors/daniel-beck/cited-by/) · [5 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #3805](https://md.research.elamur.ai/free/en/paper-stars/page/39/#star-3805) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Daniel+Beck) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Daniel+Beck) · [dblp](https://dblp.org/search?q=Daniel+Beck) · [ACL Anthology](https://aclanthology.org/search/?q=Daniel+Beck) ## Affiliations [🎓**RMIT University** Melbourne · Australia 2024–2026 · 5 papersEmployment since 2024 · Senior Lecturer, School of Computing Technologies*current*](https://md.research.elamur.ai/free/en/universities/rmit-university/) · [🎓**The University of Melbourne** Melbourne · Australia 2016–2024 · 19 papersEmployment 2016–2019 · Research Fellow, School of Computing and Information SystemsEmployment 2019–2024 · Lecturer, School of Computing and Information Systems](https://md.research.elamur.ai/free/en/universities/the-university-of-melbourne/) · [🎓**University of Sheffield** Sheffield · United Kingdom 2013–2017 · 14 papersEducation 2013–2017 · PhD, Department of Computer Science](https://md.research.elamur.ai/free/en/universities/university-of-sheffield/) · [🎓**Universidade Federal de São Carlos** São Carlos · Brazil 2010–2012 · 2 papersEducation 2010–2012 · MSc, Departamento de Computação](https://ror.org/00qdc6m37) · [🎓**Universidade Federal do Rio Grande do Sul** Porto Alegre · Brazil 2004–2009Education 2004–2009 · BSc, Instituto de Informática](https://md.research.elamur.ai/free/en/universities/universidade-federal-do-rio-grande-do-sul/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 4 The field of science this work belongs to (OpenAlex fields).[Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Language and Linguistics · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) ## Works by year ### 2020s [**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/daniel-beck/year/2026/) · [**2022** 1 paper](https://md.research.elamur.ai/free/en/authors/daniel-beck/year/2022/) ### 2010s [**2018** 1 paper](https://md.research.elamur.ai/free/en/authors/daniel-beck/year/2018/) ## Papers The most cited first (OpenAlex and our library). 1. **[Graph-to-Sequence Learning using Gated Graph Neural Networks](https://md.research.elamur.ai/free/en/papers/beck-2018-graph-sequence-learning-gated-graph/)** *(2018 · 459 citations)* Many NLP tasks require turning a graph into text. Examples include generating sentences from semantic graphs or translating a source sentence annotated with a syntactic tree. Earlier methods had drawbacks. Grammar-based systems need node–token alignments, and linearising the graph throws away structure. Earlier… 2. **[Uncertainty Estimation and Reduction of Pre-trained Models for Text Regression](https://md.research.elamur.ai/free/en/papers/wang-2022-uncertainty-estimation-reduction-pre-trained/)** *(2022 · 49 citations)* Pre-trained language models used for text regression tend to be overconfident when they are wrong. This limits their use in high-stakes areas such as clinical decision support. Calibration work in NLP has mostly targeted classifiers, so Wang et al. study how well regression models built on pre-trained LMs can express… 3. **[FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation](https://md.research.elamur.ai/free/en/papers/otmakhova-2026-fluke-linguistically-driven-task-agnostic/)** *(2026 · 1 citation)* Benchmark scores often hide how fragile NLP systems are when the input changes in small, meaning-controlled ways. ## All works 8 works of theirs in our library, the most cited first; 3 with a page here, the others link their original until we summarise them. 1. **[Graph-to-Sequence Learning using Gated Graph Neural Networks](https://md.research.elamur.ai/free/en/papers/beck-2018-graph-sequence-learning-gated-graph/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Daniel Beck, Gholamreza Haffari, Trevor Cohn*2018 · 459 citations* 2. **[Uncertainty Estimation and Reduction of Pre-trained Models for Text Regression](https://md.research.elamur.ai/free/en/papers/wang-2022-uncertainty-estimation-reduction-pre-trained/) [Transactions of the Association for Computational Linguistics (TACL)](https://md.research.elamur.ai/free/en/venues/tacl/)**Yuxia Wang, Daniel Beck, Timothy Baldwin, et al.*2022 · 49 citations* 3. **[SHEF-Lite: When Less is More for Translation Quality Estimation ↗](https://aclanthology.org/W13-2241/) Proceedings of the Eighth Workshop on Statistical Machine Translation · no summary yet**Daniel Beck et al.*2013 · 30 citations* 4. **[SHEF-NN: Translation Quality Estimation with Neural Networks ↗](https://aclanthology.org/W15-3041/) Proceedings of the Tenth Workshop on Statistical Machine Translation · no summary yet**Kashif Shah et al.*2015 · 27 citations* 5. **[Exploring Prediction Uncertainty in Machine Translation Quality Estimation ↗](https://aclanthology.org/K16-1021/) Proceedings of the 20th SIGNLL Conference on Computational Natural Language Learning · no summary yet**Daniel Beck, Lucia Specia, Trevor Cohn*2016 · 22 citations* 6. **[SHEF-Lite 2.0: Sparse Multi-task Gaussian Processes for Translation Quality Estimation ↗](https://aclanthology.org/W14-3338/) Proceedings of the Ninth Workshop on Statistical Machine Translation · no summary yet**Daniel Beck, Kashif Shah, Lucia Specia*2014 · 16 citations* 7. **[Syntax-based Statistical Machine Translation using Tree Automata and Tree Transducers ↗](https://aclanthology.org/P11-3007/) Proceedings of the ACL 2011 Student Session · no summary yet**Beck, Daniel Emilio*2011 · 2 citations* 8. **[FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation](https://md.research.elamur.ai/free/en/papers/otmakhova-2026-fluke-linguistically-driven-task-agnostic/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Yulia Otmakhova, Thinh Hung Truong, Rahmad Mahendra, et al.*2026 · 1 citation* ## Co-authors here 10 co-authors with a page, the most papers together first. - [Gholamreza Haffari](https://md.research.elamur.ai/free/en/authors/gholamreza-haffari/) - [Jey Han Lau](https://md.research.elamur.ai/free/en/authors/jey-han-lau/) - [Karin Verspoor](https://md.research.elamur.ai/free/en/authors/karin-verspoor/) - [Rahmad Mahendra](https://md.research.elamur.ai/free/en/authors/rahmad-mahendra/) - [Rongxin Zhu](https://md.research.elamur.ai/free/en/authors/rongxin-zhu/) - [Thinh Hung Truong](https://md.research.elamur.ai/free/en/authors/thinh-hung-truong/) - [Timothy Baldwin](https://md.research.elamur.ai/free/en/authors/timothy-baldwin/) - [Trevor Cohn](https://md.research.elamur.ai/free/en/authors/trevor-cohn/) - [Yulia Otmakhova](https://md.research.elamur.ai/free/en/authors/yulia-otmakhova/) - [Yuxia Wang](https://md.research.elamur.ai/free/en/authors/yuxia-wang/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - Proceedings of the Eighth Workshop on Statistical Machine Translation ×3 - [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/): [ACL 2018](https://md.research.elamur.ai/free/en/venues/acl/2018/) - [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) - [Transactions of the Association for Computational Linguistics (TACL)](https://md.research.elamur.ai/free/en/venues/tacl/): [Transactions of the Association for Computational Linguistics (TACL) 2022](https://md.research.elamur.ai/free/en/venues/tacl/2022/) - Proceedings of the 20th SIGNLL Conference on Computational Natural Language Learning - Proceedings of the ACL 2011 Student Session ## Cited by Papers of our library cite their works 155 times (of the 149,439 papers whose bibliographies we read); [18 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/daniel-beck/cited-by/). Updated 31 October 2026