Mark Johnson

Mastering the Craft of Data Synthesis for CodeLLMs NAACL 2025 Sources of Hallucination by Large Language Models on Inference Tasks EMNLP 2023 Smoothing Entailment Graphs with Language Models AACL 2023 Smoothing Entailment Graphs with Language Models IJCNLP 2023 Integrating Lexical Information into Entity Neighbourhood Representations for Relation Prediction NAACL 2021 Mention Flags (MF): Constraining Transformer-based Text Generators IJCNLP 2021 ECOL-R: Encouraging Copying in Novel Object Captioning with Reinforcement Learning EACL 2021 Open-Domain Contextual Link Prediction and its Complementarity with Entailment Graphs EMNLP 2021 Blindness to Modality Helps Entailment Graph Mining EMNLP 2021 Mention Flags (MF): Constraining Transformer-based Text Generators ACL 2021 Neural Rule-Execution Tracking Machine For Transformer-Based Text Generation NIPS 2021 Multivalent Entailment Graphs for Question Answering EMNLP 2021 Improving Disfluency Detection by Self-Training a Self-Attentive Model ACL 2020 End-to-End Speech Recognition and Disfluency Removal EMNLP 2020 Incorporating Temporal Information in Entailment Graph Mining COLING 2020 How to Best Use Syntax in Semantic Role Labelling ACL 2019 Neural Constituency Parsing of Speech Transcripts NAACL 2019 nocaps: novel object captioning at scale ICCV 2019 Duality of Link Prediction and Entailment Graph Induction ACL 2019 An adaptable task-oriented dialog system for stand-alone embedded devices ACL 2019 Active learning for deep semantic parsing ACL 2018 VnCoreNLP: A Vietnamese Natural Language Processing Toolkit NAACL 2018 Partially-Supervised Image Captioning NIPS 2018 AMR dependency parsing with a typed semantic algebra ACL 2018 Vision-and-Language Navigation: Interpreting Visually-Grounded Navigation Instructions in Real Environments CVPR 2018 Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering CVPR 2018 Predicting accuracy on large datasets from smaller pilot data ACL 2018 Disfluency Detection using Auto-Correlational Neural Networks EMNLP 2018 Guided Open Vocabulary Image Captioning with Constrained Beam Search EMNLP 2017 A Novel Neural Network Model for Joint POS Tagging and Graph-based Dependency Parsing CONLL 2017 Multilingual Semantic Parsing And Code-Switching CONLL 2017 Idea density for predicting Alzheimer’s disease from transcribed speech CONLL 2017 Unsupervised Text Segmentation Based on Native Language Characteristics ACL 2017 Disfluency Detection using a Noisy Channel Model and a Deep Neural Language Model ACL 2017 Efficient techniques for parsing with tree automata ACL 2016 Grammar induction from (lots of) words alone COLING 2016 STransE: a novel embedding model of entities and relationships in knowledge bases NAACL 2016 Neighborhood Mixture Model for Knowledge Base Completion CONLL 2016 Using Left-corner Parsing to Encode Universal Structural Constraints in Grammar Induction EMNLP 2016 An Improved Non-monotonic Transition System for Dependency Parsing EMNLP 2015 Sign constraints on feature weights improve a joint model of word segmentation and phonology NAACL 2015 An Incremental Algorithm for Transition-based CCG Parsing NAACL 2015 A Computationally Efficient Algorithm for Learning Topical Collocation Models ACL 2015 A Computationally Efficient Algorithm for Learning Topical Collocation Models IJCNLP 2015 Modelling function words improves unsupervised word segmentation ACL 2014 Unsupervised Word Segmentation in Context COLING 2014 Syllable weight encodes mostly the same information for English word segmentation as dictionary stress EMNLP 2014 A Non-Monotonic Arc-Eager Transition System for Dependency Parsing CONLL 2013 Topic Segmentation with a Structured Topic Model NAACL 2013 A joint model of word segmentation and phonological variation for English word-final /t/-deletion ACL 2013 The effect of non-tightness on Bayesian estimation of PCFGs ACL 2013 Semantic Parsing with Bayesian Tree Transducers ACL 2012 Exploring Adaptor Grammars for Native Language Identification CONLL 2012 Using Rejuvenation to Improve Particle Filtering for Bayesian Word Segmentation ACL 2012 Exploring Adaptor Grammars for Native Language Identification EMNLP 2012 Exploiting Social Information in Grounded Language Learning via Grammatical Reduction ACL 2012 Studying the Effect of Input Size for Bayesian Word Segmentation on the Providence Corpus COLING 2012 Improving Combinatory Categorial Grammar Parse Reranking with Dependency Grammar Features COLING 2012 Introduction to the Special Topic on Grammar Induction, Representation of Language and Language Learning JMLR 2011 The impact of language models and loss functions on repair disfluency detection ACL 2011 Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing EMNLP 2011 Reducing Grounded Learning Tasks To Grammatical Inference EMNLP 2011 Producing Power-Law Distributions and Damping Word Frequencies with Two-Stage Language Models JMLR 2011 SVD and Clustering for Unsupervised POS Tagging ACL 2010 Unsupervised phonemic Chinese word segmentation using Adaptor Grammars COLING 2010 Using Universal Linguistic Knowledge to Guide Grammar Induction EMNLP 2010 Detecting Speech Repairs Incrementally Using a Noisy Channel Approach COLING 2010 Synergies in learning words and their referents NIPS 2010 PCFGs, Topic Models, Adaptor Grammars and Learning Topical Collocations and the Structure of Proper Names ACL 2010 Automatic Domain Adaptation for Parsing NAACL 2010 Learning Words and Their Meanings from Unsegmented Child-directed Speech NAACL 2010 Reranking the Berkeley and Brown Parsers NAACL 2010 A Note on the Implementation of Hierarchical Dirichlet Processes ACL 2009 Improving Unsupervised Dependency Parsing with Richer Contexts and Smoothing NAACL 2009 Structured Generative Models for Unsupervised Named-Entity Clustering NAACL 2009 Improving nonparameteric Bayesian inference: experiments on unsupervised word segmentation with adaptor grammars NAACL 2009 A Note on the Implementation of Hierarchical Dirichlet Processes IJCNLP 2009 A comparison of Bayesian estimators for unsupervised Hidden Markov Model POS taggers EMNLP 2008 Using Adaptor Grammars to Identify Synergies in the Unsupervised Acquisition of Linguistic Structure ACL 2008 When is Self-Training Effective for Parsing? COLING 2008 Bayesian Inference for PCFGs via Markov Chain Monte Carlo NAACL 2007 Why Doesn’t EM Find Good HMM POS-Taggers? CONLL 2007 Why Doesn’t EM Find Good HMM POS-Taggers? EMNLP 2007 A Bayesian LDA-based model for semi-supervised part-of-speech tagging NIPS 2007 A Comparative Study of Parameter Estimation Methods for Statistical Natural Language Processing ACL 2007 Transforming Projective Bilexical Dependency Grammars into efficiently-parsable CFGs with Unfold-Fold ACL 2007 Multilevel Coarse-to-Fine PCFG Parsing NAACL 2006 Learning Phrasal Categories EMNLP 2006 Contextual Dependencies in Unsupervised Word Segmentation COLING 2006 Reranking and Self-Training for Parser Adaptation COLING 2006 Effective Self-Training for Parsing NAACL 2006 Adaptor Grammars: A Framework for Specifying Compositional Nonparametric Bayesian Models NIPS 2006 Early Deletion of Fillers In Processing Conversational Speech NAACL 2006 Contextual Dependencies in Unsupervised Word Segmentation ACL 2006 Reranking and Self-Training for Parser Adaptation ACL 2006 Effective Use of Prosody in Parsing Conversational Speech EMNLP 2005 Representational Bias in Unsupervised Learning of Syllable Structure CONLL 2005 Coarse-to-Fine n-Best Parsing and MaxEnt Discriminative Reranking ACL 2005 Sentence-Internal Prosody Does not Help Parsing the Way Punctuation Does NAACL 2004 Discriminative Language Modeling with Conditional Random Fields and the Perceptron Algorithm ACL 2004 Attention Shifting for Parsing Speech ACL 2004 A TAG-based noisy-channel model of speech repairs ACL 2004 Supersense Tagging of Unknown Nouns in WordNet EMNLP 2003 Investigating Loss Functions and Optimization Methods for Discriminative Learning of Label Sequences EMNLP 2003 Parsing and Disfluency Placement EMNLP 2002 Dynamic programming for parsing and estimation of stochastic unification-based grammars ACL 2002 A Simple Pattern-matching Algorithm for Recovering Empty Nodes and their Antecedents ACL 2002 Parsing the Wall Street Journal using a Lexical-Functional Grammar and Discriminative Estimation Techniques ACL 2002 Edit Detection and Parsing for Transcribed Speech NAACL 2001 Joint and Conditional Estimation of Tagging and Parsing Models ACL 2001 Compact non-left-recursive grammars using the selective left-corner transform and factoring COLING 2000 Lexicalized Stochastic Modeling of Constraint-Based Grammars using Log-Linear Measures and EM Training ACL 2000 Exploiting auxiliary distributions in stochastic unification-based grammars NAACL 2000 Explaining away ambiguity: Learning verb selectional preference with Bayesian networks COLING 2000