| 2023 | EACL | Translate First Reorder Later: Leveraging Monotonicity in Semantic Parsing. | Francesco Cazzaro, Davide Locatelli, Ariadna Quattoni, Xavier Carreras |
| 2021 | EMNLP | Minimizing Annotation Effort via Max-Volume Spectral Sampling. | Ariadna Quattoni, Xavier Carreras |
| 2020 | EMNLP | A comparison between CNNs and WFAs for Sequence Classification. | Ariadna Quattoni, Xavier Carreras |
| 2019 | ACL | Interpolated Spectral NGram Language Models. | Ariadna Quattoni, Xavier Carreras |
| 2018 | COLING | Local String Transduction as Sequence Labeling. | Joana Ribeiro, Shashi Narayan, Shay B. Cohen, Xavier Carreras |
| 2017 | AISTATS | A Maximum Matching Algorithm for Basis Selection in Spectral Learning. | Ariadna Quattoni, Xavier Carreras, Matthias Gall |
| 2015 | ACL | Low-Rank Regularization for Sparse Conjunctive Feature Spaces: An Application to Named Entity Classification. | Audi Primadhanty, Xavier Carreras, Ariadna Quattoni |
| 2015 | CoNLL | Transition-based Spinal Parsing. | Miguel Ballesteros, Xavier Carreras |
| 2015 | EMNLP | Named entity recognition with document-specific KB tag gazetteers. | Will Radford, Xavier Carreras, James Henderson |
| 2014 | COLING | Learning Task-specific Bilexical Embeddings. | Pranava Swaroop Madhyastha, Xavier Carreras, Ariadna Quattoni |
| 2014 | EACL | XLike Project Language Analysis Services. | Xavier Carreras, Llus Padr, Lei Zhang, Achim Rettinger, Zhixing Li, Esteban Garca-Cuesta, Zeljko Agic, Bozo Bekavac, Blaz Fortuna, Tadej Stajner |
| 2014 | EMNLP | A Shortest-path Method for Arc-factored Semantic Role Labeling. | Xavier Llus, Xavier Carreras, Llus Mrquez |
| 2014 | ICML | Spectral Regularization for Max-Margin Sequence Tagging. | Ariadna Quattoni, Borja Balle, Xavier Carreras, Amir Globerson |
| 2014 | LREC | Language Processing Infrastructure in the XLike Project. | Llus Padr, Zeljko Agic, Xavier Carreras, Blaz Fortuna, Esteban Garca-Cuesta, Zhixing Li, Tadej Stajner, Marko Tadic |
| 2013 | EMNLP | Unsupervised Spectral Learning of WCFG as Low-rank Matrix Completion. | Raphal Bailly, Xavier Carreras, Franco M. Luque, Ariadna Quattoni |
| 2012 | EACL | Spectral Learning for Non-Deterministic Dependency Parsing. | Franco M. Luque, Ariadna Quattoni, Borja Balle, Xavier Carreras |
| 2012 | ECIR | A Latent Variable Ranking Model for Content-Based Retrieval. | Ariadna Quattoni, Xavier Carreras, Antonio Torralba |
| 2012 | ICML | Local Loss Optimization in Operator Models: A New Insight into Spectral Learning. | Borja Balle, Ariadna Quattoni, Xavier Carreras |
| 2009 | EMNLP | Non-Projective Parsing for Statistical Machine Translation. | Xavier Carreras, Michael Collins |
| 2009 | EMNLP | An Empirical Study of Semi-supervised Structured Conditional Models for Dependency Parsing. | Jun Suzuki, Hideki Isozaki, Xavier Carreras, Michael Collins |
| 2009 | ICML | An efficient projection for | Ariadna Quattoni, Xavier Carreras, Michael Collins, Trevor Darrell |
| 2008 | ACL | Simple Semi-supervised Dependency Parsing. | Terry Koo, Xavier Carreras, Michael Collins |
| 2008 | CoNLL | TAG, Dynamic Programming, and the Perceptron for Efficient, Feature-Rich Parsing. | Xavier Carreras, Michael Collins, Terry Koo |
| 2007 | EMNLP | Experiments with a Higher-Order Projective Dependency Parser. | Xavier Carreras |
| 2007 | EMNLP | Structured Prediction Models via the Matrix-Tree Theorem. | Terry Koo, Amir Globerson, Xavier Carreras, Michael Collins |
| 2007 | ICML | Exponentiated gradient algorithms for log-linear structured prediction. | Amir Globerson, Terry Koo, Xavier Carreras, Michael Collins |
| 2006 | CoNLL | Projective Dependency Parsing with Perceptron. | Xavier Carreras, Mihai Surdeanu, Llus Mrquez |
| 2005 | CoNLL | Introduction to the CoNLL-2005 Shared Task: Semantic Role Labeling. | Xavier Carreras, Llus Mrquez |
| 2004 | CoNLL | Introduction to the CoNLL-2004 Shared Task: Semantic Role Labeling. | Xavier Carreras, Llus Mrquez |
| 2004 | CoNLL | Hierarchical Recognition of Propositional Arguments with Perceptrons. | Xavier Carreras, Llus Mrquez, Grzegorz Chrupala |
| 2004 | IJCNN | Exploiting diversity of margin-based classifiers. | Enrique Romero, Xavier Carreras, Llus Mrquez |
| 2004 | LREC | FreeLing: An Open-Source Suite of Language Analyzers. | Xavier Carreras, Isaac Chao, Llus Padr, Muntsa Padr |
| 2003 | ACL | Low-cost Named Entity Classification for Catalan: Exploiting Multilingual Resources and Unlabeled Data. | Llus Mrquez, Adri de Gispert, Xavier Carreras, Llus Padr |
| 2003 | CoNLL | A Simple Named Entity Extractor using AdaBoost. | Xavier Carreras, Llus Mrquez, Llus Padr |
| 2003 | CoNLL | Learning a Perceptron-Based Named Entity Chunker via Online Recognition Feedback. | Xavier Carreras, Llus Mrquez, Llus Padr |
| 2003 | EACL | Named Entity Recognition For Catalan Using Only Spanish Resources and Unlabelled Data. | Xavier Carreras, Llus Mrquez, Llus Padr |
| 2003 | RANLP | Phrase recognition by filtering and ranking with perceptrons. | Xavier Carreras, Llus Mrquez |
| 2002 | CoNLL | Named Entity Extraction using AdaBoost. | Xavier Carreras, Llus Mrquez, Llus Padr |
| 2002 | LREC | A Flexible Distributed Architecture for Natural Language Analyzers. | Xavier Carreras, Llus Padr |
| 2001 | CoNLL | Boosting trees for clause splitting. | Xavier Carreras, Llus Mrquez |