← Authors

Mark Dredze

115 papers · 2007–2025 · 10 conferences · across top CS/AI conferences

Achievements

πŸ—ΊοΈ Taxonomy Completionist (21) 🐝 Cross-Pollinator (8) πŸƒ Academic Marathon (18) 🌍 Conference Polyglot (10) 🐣 Hot Topic Early Bird 🌈 Renaissance Researcher (5) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🌟 Keyword Trendsetter Combo (6) 🏠 Conference Loyalist (31) πŸ† Keyword Champion 🌱 Topic Pioneer 🀝 Dynamic Duo (15) πŸ‘₯ Mega-Team (27) πŸ”¬ Deep Specialist (15) 🧬 Topic Evolution ⚑ Prolific Year (10) πŸ”₯ Unstoppable (19) πŸ“ˆ Trend Setter πŸ—ƒοΈ Keyword Collector (319) πŸ’Ž Century Club (115) ❓ The Questioner (11) πŸš€ Conference Pioneer

Conferences

EMNLP (33) ACL (32) NAACL (31) IJCNLP (5) COLING (4) CONLL (3) NIPS (3) EACL (2) AISTATS (1) JMLR (1)

Top co-authors

Benjamin Van Durme (15) Nicholas Andrews (12) Shijie Wu (9) Travis Wolfe (8) Nanyun Peng (7) Mo Yu (7) Koby Crammer (7) Fernando Pereira (7) Carlos Aguirre (7) Matthew R. Gormley (7)

Keywords

large language model (12) text classification (12) social media analysis (8) cross-lingual transfer (7) zero-shot learning (7) named entity recognition (7) transfer learning (5) social media (5) multi-task learning (4) part-of-speech tagging (4) online learning (4) language model (4) dependency parsing (3) text generation (3) depression detection (3) confidence-weighted learning (3) few-shot learning (3) entity linking (3) in-context learning (3) mental health detection (3)

Papers

Benchmarking Large Language Models on Answering and Explaining Challenging Medical Questions NAACL 2025
DnDScore: Decontextualization and Decomposition for Factuality Verification in Long-Form Text Generation EMNLP 2025
Evaluating the Evaluators: Are readability metrics good measures of readability? EMNLP 2025
LLMs are Better Than You Think: Label-Guided In-Context Learning for Named Entity Recognition EMNLP 2025
Amuro & Char: Analyzing the Relationship between Pre-Training and Fine-Tuning of Large Language Models NAACL 2025
A Novel Multi-Document Retrieval Benchmark: Journalist Source-Selection in Newswriting NAACL 2025
RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models NAACL 2025
Making FETCH! Happen: Finding Emergent Dog Whistles Through Common Habitats ACL 2025
Schema-Driven Information Extraction from Heterogeneous Tables EMNLP 2024
A Closer Look at Claim Decomposition NAACL 2024
Academics Can Contribute to Domain-Specialized Language Models EMNLP 2024
Do LLMs Plan Like Human Writers? Comparing Journalist Coverage of Press Releases with LLMs EMNLP 2024
Gender Bias in Decision-Making with Large Language Models: A Study of Relationship Conflicts EMNLP 2024
Evaluating Biases in Context-Dependent Sexual and Reproductive Health Questions EMNLP 2024
Can We Statically Locate Knowledge in Large Language Models? Financial Domain and Toxicity Reduction Case Studies EMNLP 2024
Transferring Fairness using Multi-Task Learning with Limited Demographic Information EMNLP 2024
Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models EMNLP 2024
Multi-Task Transfer Matters During Instruction-Tuning ACL 2024
MixCE: Training Autoregressive Language Models by Mixing Forward and Reverse Cross-Entropies ACL 2023
On the Surprising Effectiveness of Name Matching Alone in Autoregressive Entity Linking ACL 2023
Geo-Seq2seq: Twitter User Geolocation on Noisy Data through Sequence to Sequence Learning ACL 2023
Strength in Numbers: Estimating Confidence of Large Language Models by Prompt Agreement ACL 2023
Joint End-to-end Semantic Proto-role Labeling ACL 2023
Characterization of Stigmatizing Language in Medical Records ACL 2023
Do Text-to-Text Multi-Task Learners Suffer from Task Conflict? EMNLP 2022
Then and Now: Quantifying the Longitudinal Validity of Self-Disclosed Depression Diagnoses NAACL 2022
Explaining Models of Mental Health via Clinically Grounded Auxiliary Tasks NAACL 2022
Updated Headline Generation: Creating Updated Summaries for Evolving News Stories ACL 2022
Model Distillation for Faithful Explanations of Medical Code Predictions ACL 2022
Zero-shot Cross-lingual Transfer is Under-specified Optimization ACL 2022
Changes in Tweet Geolocation over Time: A Study with Carmen 2.0 COLING 2022
Zero-shot Cross-Language Transfer of Monolingual Entity Linking Models EMNLP 2022
What Makes Data-to-Text Generation Hard for Pretrained Language Models? EMNLP 2022
Bernice: A Multilingual Pre-trained Encoder for Twitter EMNLP 2022
Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking IJCNLP 2021
Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking ACL 2021
Study of Manifestation of Civil Unrest on Twitter EMNLP 2021
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling NAACL 2021
On the State of Social Media Data for Mental Health Research NAACL 2021
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction EMNLP 2021
Qualitative Analysis of Depression Models by Demographics NAACL 2021
Towards Understanding the Role of Gender in Deploying Social Media-Based Mental Health Surveillance Models NAACL 2021
Using Noisy Self-Reports to Predict Twitter User Demographics NAACL 2021
Gender and Racial Fairness in Depression Research using Social Media EACL 2021
User Factor Adaptation for User Embedding via Multitask Learning EACL 2021
Sources of Transfer in Multilingual Named Entity Recognition ACL 2020
Civil Unrest on Twitter (CUT): A Dataset of Tweets to Support Research on Civil Unrest EMNLP 2020
Do Models of Mental Health Based on Social Media Data Generalize? EMNLP 2020
Do Explicit Alignments Robustly Improve Multilingual Encoders? EMNLP 2020
Are All Languages Created Equal in Multilingual BERT? ACL 2020
Clinical Concept Linking with Contextualized Neural Representations ACL 2020
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT IJCNLP 2019
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT EMNLP 2019
Mental Health Surveillance over Social Media with Digital Cohorts NAACL 2019
Johns Hopkins or johnny-hopkins: Classifying Individuals versus Organizations on Twitter NAACL 2018
Challenges of Using Text Classifiers for Causal Inference EMNLP 2018
Using Author Embeddings to Improve Tweet Stance Classification EMNLP 2018
Convolutions Are All You Need (For Classifying Character Sequences) EMNLP 2018
Deep Dirichlet Multinomial Regression NAACL 2018
Predicting Twitter User Demographics from Names Alone NAACL 2018
Pocket Knowledge Base Population ACL 2017
CADET: Computer Assisted Discovery Extraction and Translation IJCNLP 2017
Bayesian Modeling of Lexical Resources for Low-Resource Settings ACL 2017
Proceedings of ACL 2017, Student Research Workshop ACL 2017
Improving Named Entity Recognition for Chinese Social Media with Word Segmentation Representation Learning ACL 2016
Geolocation for Twitter: Timing Matters NAACL 2016
Embedding Lexical Features via Low-Rank Tensors NAACL 2016
Learning Multiview Embeddings of Twitter Users ACL 2016
An Empirical Study of Chinese Name Matching and Applications ACL 2015
An Empirical Study of Chinese Name Matching and Applications IJCNLP 2015
FrameNet+: Fast Paraphrastic Tripling of FrameNet IJCNLP 2015
FrameNet+: Fast Paraphrastic Tripling of FrameNet ACL 2015
Predicate Argument Alignment using a Global Coherence Model NAACL 2015
Entity Linking for Spoken Language NAACL 2015
Combining Word Embeddings and Feature Embeddings for Fine-grained Relation Extraction NAACL 2015
A Concrete Chinese NLP Pipeline NAACL 2015
Improved Relation Extraction with Feature-Rich Compositional Embedding Models EMNLP 2015
Named Entity Recognition for Chinese Social Media with Jointly Trained Embeddings EMNLP 2015
Learning Polylingual Topic Models from Code-Switched Social Media Documents ACL 2014
Robust Entity Clustering via Phylogenetic Inference ACL 2014
Low-Resource Semantic Role Labeling ACL 2014
Improving Lexical Embeddings with Semantic Knowledge ACL 2014
Topic Models and Metadata for Visualizing Text Corpora NAACL 2013
Drug Extraction from the Web: Summarizing Drug Experiences with Multi-Dimensional Topic Models NAACL 2013
PARMA: A Predicate Argument Aligner ACL 2013
What’s in a Domain? Multi-Domain Learning for Multi-Attribute Data NAACL 2013
Separating Fact from Fear: Tracking Flu Infections on Twitter NAACL 2013
Broadly Improving User Classification via Communication-Based Name and Location Clustering on Twitter NAACL 2013
Multi-Domain Learning: When Do Domains Matter? CONLL 2012
Fast Syntactic Analysis for Statistical Language Modeling via Substructure Sharing and Uptraining ACL 2012
Name Phylogeny: A Generative Model of String Variation CONLL 2012
Confidence-Weighted Linear Classification for Text Categorization JMLR 2012
Revisiting the Case for Explicit Syntactic Information in Language Models NAACL 2012
Entity Clustering Across Languages NAACL 2012
Shared Components Topic Models NAACL 2012
Name Phylogeny: A Generative Model of String Variation EMNLP 2012
Factorial LDA: Sparse Multi-Dimensional Text Models NIPS 2012
Multi-Domain Learning: When Do Domains Matter? EMNLP 2012
Learning Sub-Word Units for Open Vocabulary Speech Recognition ACL 2011
Entity Disambiguation for Knowledge Base Population COLING 2010
NLP on Spoken Documents Without ASR EMNLP 2010
Streaming Cross Document Entity Coreference Resolution COLING 2010
Contextual Information Improves OOV Detection in Speech NAACL 2010
We’re Not in Kansas Anymore: Detecting Domain Changes in Streams EMNLP 2010
Exploiting Feature Covariance in High-Dimensional Online Learning AISTATS 2010
Adaptive Regularization of Weight Vectors NIPS 2009
Multi-Class Confidence Weighted Algorithms EMNLP 2009
Online Methods for Multi-Domain Learning and Adaptation EMNLP 2008
Active Learning with Confidence ACL 2008
Icelandic Data Driven Part of Speech Tagging ACL 2008
Exact Convex Confidence-Weighted Learning NIPS 2008
Reading the Markets: Forecasting Public Opinion of Political Candidates by News Analysis COLING 2008
Frustratingly Hard Domain Adaptation for Dependency Parsing CONLL 2007
Frustratingly Hard Domain Adaptation for Dependency Parsing EMNLP 2007
Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification ACL 2007