← Authors

Wilker Aziz

31 papers · 2010–2025 · 12 conferences · across top CS/AI conferences

Achievements

🧭 Keyword Pioneer 🌈 Renaissance Researcher (6) πŸŒ‰ Interdisciplinary Bridge 🐝 Cross-Pollinator (13) πŸ—ΊοΈ Taxonomy Completionist (51) 🌍 Conference Polyglot (12) 🐣 Hot Topic Early Bird πŸƒ Academic Marathon (15) 🧬 Topic Evolution πŸ”₯ Unstoppable (10) ⚑ Prolific Year (5) πŸš€ Conference Pioneer πŸ’Ž Century Club (31) ❓ The Questioner (4) πŸ“ˆ Trend Setter πŸ—ƒοΈ Keyword Collector (109)

Conferences

EMNLP (8) ACL (7) COLING (3) EACL (2) ICLR (2) NAACL (2) SEMEVAL (2) AACL (1) CONLL (1) IJCNLP (1) NIPS (1) UAI (1)

Top co-authors

Ivan Titov (8) Nicola De Cao (5) Lucia Specia (4) Philip Schulz (4) Iacer Calixto (3) Raquel FernΓ‘ndez (3) Joris Baan (3) Khalil Sima’an (3) Bryan Eikema (3) Barbara Plank (3)

Keywords

variational inference (7) neural machine translation (6) deep generative model (4) language model (3) uncertainty quantification (3) variational autoencoder (3) neural network (3) generative model (3) latent variable model (3) minimum bayes risk (2) semi-supervised learning (2) word embedding (2) sampling method (2) beam search (2) question answering (2) latent variable (2) rationale extraction (2) entity linking (2) probabilistic modeling (2) named entity recognition (2)

Papers

Explanation Regularisation through the Lens of Attributions COLING 2025
MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking IJCNLP 2025
MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking AACL 2025
Predict the Next Word: <Humans exhibit uncertainty in this task and language models _____> EACL 2024
Interpreting Predictive Probabilities: Model Confidence or Human Label Variation? EACL 2024
What Comes Next? Evaluating Uncertainty in Neural Text Generators Against Human Production Variability EMNLP 2023
Stop Measuring Calibration When Humans Disagree EMNLP 2022
Sparse Communication via Mixed Distributions ICLR 2022
Sampling-Based Approximations to Minimum Bayes Risk Decoding for Neural Machine Translation EMNLP 2022
Highly Parallel Autoregressive Entity Linking with Discriminative Correction EMNLP 2021
Editing Factual Knowledge in Language Models EMNLP 2021
Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity NIPS 2020
A Latent Morphology Model for Open-Vocabulary Neural Machine Translation ICLR 2020
Effective Estimation of Deep Generative Language Models ACL 2020
How do Decisions Emerge across Layers in Neural Models? Interpretation with Differentiable Masking EMNLP 2020
Is MAP Decoding All You Need? The Inadequacy of the Mode in Neural Machine Translation COLING 2020
Block Neural Autoregressive Flow UAI 2019
Interpretable Neural Predictions with Differentiable Binary Variables ACL 2019
Latent Variable Model for Multi-modal Translation ACL 2019
Auto-Encoding Variational Neural Machine Translation ACL 2019
Question Answering by Reasoning Across Documents with Graph Convolutional Networks NAACL 2019
Variational Inference and Deep Generative Models ACL 2018
Deep Generative Model for Joint Alignment and Word Representation NAACL 2018
A Stochastic Decoder for Neural Machine Translation ACL 2018
Graph Convolutional Encoders for Syntax-aware Neural Machine Translation EMNLP 2017
Fast Collocation-Based Bayesian HMM Word Alignment COLING 2016
Word Alignment without NULL Words ACL 2016
Exact Decoding for Phrase-Based Statistical Machine Translation EMNLP 2014
Multilingual WSD-like Constraints for Paraphrase Extraction CONLL 2013
UOW: Semantically Informed Text Similarity SEMEVAL 2012
Combining Dictionaries and Contextual Information for Cross-Lingual Lexical Substitution SEMEVAL 2010