← Authors

Mark Johnson

114 papers · 2000–2025 · 12 conferences · across top CS/AI conferences

Achievements

πŸ—ΊοΈ Taxonomy Completionist (14) 🐝 Cross-Pollinator (11) πŸƒ Academic Marathon (25) 🌍 Conference Polyglot (12) 🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (7) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🌟 Keyword Trendsetter Combo (6) 🏠 Conference Loyalist (21) 🐺 Lone Wolf (7) 🀝 Dynamic Duo (14) 🧬 Topic Evolution πŸ† Keyword Champion 🌱 Topic Pioneer ⚑ Prolific Year (8) πŸ”₯ Unstoppable (22) ❓ The Questioner (3) πŸ“ˆ Trend Setter πŸ’Ž Century Club (114) πŸ—ƒοΈ Keyword Collector (172) πŸš€ Conference Pioneer

Conferences

ACL (36) EMNLP (21) NAACL (21) COLING (12) CONLL (8) NIPS (5) IJCNLP (4) CVPR (2) JMLR (2) AACL (1) EACL (1) ICCV (1)

Top co-authors

Eugene Charniak (14) Mark Steedman (12) Sharon Goldwater (10) Mark Dras (9) Benjamin BΓΆrschinger (7) Yufei Wang (7) Peter Anderson (7) Katherine Demuth (6) Stephen Wan (6) David McClosky (6)

Research topics

Natural Language Processing (1)

Keywords

disfluency detection (5) image captioning (4) entailment graph (4) knowledge graph (3) dependency parsing (3) object detection (3) relation prediction (3) copy mechanism (3) probabilistic context-free grammar (3) natural language understanding (2) semi-supervised learning (2) word segmentation (2) reinforcement learning (2) part-of-speech tagging (2) transfer learning (2) syntactic parsing (2) semantic parsing (2) speech recognition (2) link prediction (2) natural language inference (2)

Papers

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