| 2012 | EMNLP | Reading The Web with Learned Syntactic-Semantic Inference Rules. | Ni Lao, Amarnag Subramanya, Fernando C. N. Pereira, William W. Cohen |
| 2011 | ACL | Large-Scale Cross-Document Coreference Using Distributed Inference and Hierarchical Models. | Sameer Singh, Amarnag Subramanya, Fernando C. N. Pereira, Andrew McCallum |
| 2010 | ACL | Experiments in Graph-Based Semi-Supervised Learning Methods for Class-Instance Acquisition. | Partha Pratim Talukdar, Fernando C. N. Pereira |
| 2010 | EMNLP | Efficient Graph-Based Semi-Supervised Learning of Structured Tagging Models. | Amarnag Subramanya, Slav Petrov, Fernando C. N. Pereira |
| 2010 | SIGMOD | Automatically incorporating new sources in keyword search-based data integration. | Partha Pratim Talukdar, Zachary G. Ives, Fernando C. N. Pereira |
| 2009 | ALT | Learning on the Web. | Fernando C. N. Pereira |
| 2009 | DIS | Learning on the Web. | Fernando C. N. Pereira |
| 2008 | EMNLP | Weakly-Supervised Acquisition of Labeled Class Instances using Graph Random Walks. | Partha Pratim Talukdar, Joseph Reisinger, Marius Pasca, Deepak Ravichandran, Rahul Bhagat, Fernando C. N. Pereira |
| 2008 | ICML | A rate-distortion one-class model and its applications to clustering. | Koby Crammer, Partha Pratim Talukdar, Fernando C. N. Pereira |
| 2007 | EMNLP | Frustratingly Hard Domain Adaptation for Dependency Parsing. | Mark Dredze, John Blitzer, Partha Pratim Talukdar, Kuzman Ganchev, Joo Graa, Fernando C. N. Pereira |
| 2006 | CoNLL | Multilingual Dependency Analysis with a Two-Stage Discriminative Parser. | Ryan T. McDonald, Kevin Lerman, Fernando C. N. Pereira |
| 2006 | CoNLL | A Context Pattern Induction Method for Named Entity Extraction. | Partha Pratim Talukdar, Thorsten Brants, Mark Y. Liberman, Fernando C. N. Pereira |
| 2006 | EACL | Online Learning of Approximate Dependency Parsing Algorithms. | Ryan T. McDonald, Fernando C. N. Pereira |
| 2005 | ACL | Online Large-Margin Training of Dependency Parsers. | Ryan T. McDonald, Koby Crammer, Fernando C. N. Pereira |
| 2005 | ACL | Simple Algorithms for Complex Relation Extraction with Applications to Biomedical IE. | Ryan T. McDonald, Fernando C. N. Pereira, Seth Kulick, R. Scott Winters, Yang Jin, Peter S. White |
| 2005 | Interspeech | Linear models for structure prediction. | Fernando C. N. Pereira |
| 2005 | UAI | A Conditional Random Field for Discriminatively-trained Finite-state String Edit Distance. | Andrew McCallum, Kedar Bellare, Fernando C. N. Pereira |
| 2003 | NAACL | Shallow Parsing with Conditional Random Fields. | Fei Sha, Fernando C. N. Pereira |
| 2001 | ICML | Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data. | John D. Lafferty, Andrew McCallum, Fernando C. N. Pereira |
| 2000 | CPM | Machine Learning for Efficient Natural-Language Processing. | Fernando C. N. Pereira |
| 2000 | ICML | Maximum Entropy Markov Models for Information Extraction and Segmentation. | Andrew McCallum, Dayne Freitag, Fernando C. N. Pereira |
| 1999 | ICLP | Declarative Programming for a Messy World. | Fernando C. N. Pereira |
| 1999 | SIGIR | Document Expansion for Speech Retrieval. | Amit Singhal, Fernando C. N. Pereira |
| 1999 | SIGIR | SCAN: Designing and Evaluating User Interfaces to Support Retrieval From Speech Archives. | Steve Whittaker, Julia Hirschberg, John Choi, Donald Hindle, Fernando C. N. Pereira, Amit Singhal |
| 1998 | ACL | Dynamic Compilation of Weighted Context-Free Grammars. | Mehryar Mohri, Fernando C. N. Pereira |
| 1998 | ICASSP | Full expansion of context-dependent networks in large vocabulary speech recognition. | Mehryar Mohri, Michael Riley, Donald Hindle, Andrej Ljolje, Fernando C. N. Pereira |
| 1998 | Interspeech | SCAN - speech content based audio navigator: a system overview. | John Choi, Donald Hindle, Julia Hirschberg, Ivan Magrin-Chagnolleau, Christine H. Nakatani, Fernando C. N. Pereira, Amit Singhal, Steve Whittaker |
| 1997 | ACL | Similarity-Based Methods for Word Sense Disambiguation. | Ido Dagan, Lillian Lee, Fernando C. N. Pereira |
| 1997 | COLT | An Efficient Extension to Mixture Techniques for Prediction and Decision Trees. | Fernando C. N. Pereira, Yoram Singer |
| 1994 | ACL | Similarity-Based Estimation of Word Cooccurrence Probabilities. | Ido Dagan, Fernando C. N. Pereira, Lillian Lee |
| 1994 | COLT | Frequencies vs Biases: Machine Learning Problems in Natural Language Processing (Extended Abstract). | Fernando C. N. Pereira |
| 1994 | ICML | Frequencies vs. Biases: Machine Learning Problems in Natural Language Processing - Abstract. | Fernando C. N. Pereira |
| 1993 | ACL | Distributional Clustering of English Words. | Fernando C. N. Pereira, Naftali Tishby, Lillian Lee |
| 1992 | ACL | Inside-Outside Reestimation from Partially Bracketed Corpora. | Fernando C. N. Pereira, Yves Schabes |
| 1992 | ICASSP | Efficient grammar processing for a spoken language translation system. | David B. Roe, Fernando C. N. Pereira, Richard Sproat, Michael D. Riley, Pedro J. Moreno, Alejandro Macarrn |
| 1991 | ACL | Finite-State Approximation of Phrase Structure Grammars. | Fernando C. N. Pereira, Rebecca N. Wright |
| 1990 | JELIA | Semantic Interpretation as Higher-Order Deduction. | Fernando C. N. Pereira |
| 1989 | ACL | A Calculus for Semantic Composition and Scoping. | Fernando C. N. Pereira |
| 1989 | ACL | A Semantic-Head-Driven Generation Algorithm for Unification-Based Formalisms. | Stuart M. Shieber, Gertjan van Noord, Robert C. Moore, Fernando C. N. Pereira |
| 1989 | CHI | Synergistic use of direct manipulation and natural language. | Philip R. Cohen, Mary Dalrymple, Douglas B. Moran, Fernando C. N. Pereira, Joseph W. Sullivan, Robert A. Gargan Jr., Jon L. Schlossberg, Sherman W. Tyler |
| 1989 | Interspeech | The integration of speech and natural language in interactive spoken language systems. | Patti Price, Robert C. Moore, Hy Murveit, Fernando C. N. Pereira, Jared Bernstein, Mary Dalrymple |
| 1988 | ACL | An Integrated Framework for Semantic and Pragmatic Interpretation. | Martha E. Pollack, Fernando C. N. Pereira |
| 1987 | ICLP | Grammars and Logics of Partial Information. | Fernando C. N. Pereira |
| 1986 | LICS | A Sheaf-Theoretic Model of Concurrency | Lus Monteiro, Fernando C. N. Pereira |
| 1985 | ACL | A Structure-Sharing Representation for Unification-Based Grammar Formalisms. | Fernando C. N. Pereira |
| 1984 | COLING | The Semantics of Grammar Formalisms Seen as Computer Languages. | Fernando C. N. Pereira, Stuart M. Shieber |
| 1983 | ACL | Parsing as Deduction. | Fernando C. N. Pereira, David H. D. Warren |
| 1983 | IJCAI | Transportability and Generality in a Natural-Language Interface System. | Paul A. Martin, Douglas E. Appelt, Fernando C. N. Pereira |
| 1983 | SIGMOD | Can Drawing Be Liberated From the Von Neumann Style? | Fernando C. N. Pereira |