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Contact


Email

beck.d@unimelb.edu.au

Credentials


Position
Honorary Senior Fellow
School of Computing and Information Systems
Education
PhD
University of Sheffield
Masters (Coursework & Research)
Universidade Federal de Sao Carlos
Bachelors Degree (Honours)
Universidade Federal do Rio Grande do Sul
ORCID

0000-0001-9560-2773

Dr Daniel Beck

Honorary Senior Fellow
School of Computing and Information Systems

54 Scholarly works
4 Projects

HIGHLIGHTS

  • 2026

    Conference Proceedings

    FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation
    DOI: 10.18653/v1/2026.findings-eacl.269
  • 2025

    Journal article

    Enriched knowledge representation in biological fields: a case study of literature-based discovery in Alzheimer’s disease
    DOI: 10.1186/s13326-025-00328-3
  • 2025

    Journal article

    Large Language Models for Predicting Empathic Accuracy Between a Designer and a User
    DOI: 10.1115/1.4067227
  • 2024

    Journal article

    Bayesian changepoint models for amyloid‐centric synchronisation of biomarker trajectories in AIBL
    DOI: 10.1002/alz.090615
  • 2024

    Conference Proceedings

    Intervention extraction in preclinical animal studies of Alzheimer’s Disease: Enhancing regex performance with language model-based filtering
    DOI: 10.18653/v1/2024.bionlp-1.39
  • 2020

    Research Contracts

    Development of Multimodal Pretraining and Representation Methods for Document Processing - Fujitsu Laboratories LTD
  • 2019

    Conference Proceedings

    Accelerated query processing via similarity score prediction
    DOI: 10.1145/3331184.3331207
Daniel Beck

Latest Honours,
Awards and Fellowships


2018
Best PhD thesis award (1 of 12) European Association for Machine Translation

RECENT SCHOLARLY WORKS

  • 2023

    Journal article

    Disease progression modelling of Alzheimer's disease using probabilistic principal components analysis
    DOI: 10.1016/j.neuroimage.2023.120279
  • 2023

    Journal article

    Graph embedding-based link prediction for literature-based discovery in Alzheimer's Disease
    DOI: 10.1016/j.jbi.2023.104464
  • 2023

    Journal article

    On the Effectiveness of Images in Multi-modal Text Classification: An Annotation Study
    DOI: 10.1145/3565572
  • 2023

    Journal article

    Modeling Emotion Dynamics in Song Lyrics with State Space Models
    DOI: 10.1162/tacl_a_00541
  • 2023

    Conference Proceedings

    Performance Prediction via Bayesian Matrix Factorisation for Multilingual Natural Language Processing Tasks
    DOI: 10.18653/v1/2023.eacl-main.131

RECENT PROJECTS

  • 2023

    Research Grant

    Oracle Gift - Towards Robust NLP: Out-of-Distribution Benchmarks and Multi-Task Fine-Tuning
  • 2022

    Internal Research Grant

    Robust Natural Language Processing for Healthcare
  • 2018

    Research Grant

    Nearest Neighbor Search Over Vector Space Representations of Massive Corpora: An Application to Low-Resource NMT

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