NLPExplorer

Domain Adaptation with Structural Correspondence Learning

John Blitzer | Ryan McDonald | Fernando Pereira |

Paper Details:

Month: July
Year: 2006
Location: Sydney, Australia
Venue: EMNLP | WS |
SIG: SIGDAT

Citations

URL

On Robustness and Domain Adaptation using SVD for Word Sense Disambiguation
Eneko Agirre | Oier Lopez de Lacalle |

A Multi-Domain Web-Based Algorithm for POS Tagging of Unknown Words
Shulamit Umansky-Pesin | Roi Reichart | Ari Rappoport |

Machine Translation Quality Estimation Across Domains
José G. C. de Souza | Marco Turchi | Matteo Negri |

Selection Bias, Label Bias, and Bias in Ground Truth
Anders Søgaard | Barbara Plank | Dirk Hovy |

A Distribution-based Model to Learn Bilingual Word Embeddings
Hailong Cao | Tiejun Zhao | Shu Zhang | Yao Meng |

Domainless Adaptation by Constrained Decoding on a Schema Lattice
Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Leveraging Multiple Domains for Sentiment Classification
Fan Yang | Arjun Mukherjee | Yifan Zhang |

Projecting Embeddings for Domain Adaption: Joint Modeling of Sentiment Analysis in Diverse Domains
Jeremy Barnes | Roman Klinger | Sabine Schulte im Walde |

Bootstrapping Feature-Rich Dependency Parsers with Entropic Priors
David A. Smith | Jason Eisner |

Structural Correspondence Learning for Dependency Parsing
Nobuyuki Shimizu | Hiroshi Nakagawa |

An Empirical Study of Semi-supervised Structured Conditional Models for Dependency Parsing
Jun Suzuki | Hideki Isozaki | Xavier Carreras | Michael Collins |

Domain adaptive bootstrapping for named entity recognition
Dan Wu | Wee Sun Lee | Nan Ye | Hai Leong Chieu |

Efficient Graph-Based Semi-Supervised Learning of Structured Tagging Models
Amarnag Subramanya | Slav Petrov | Fernando Pereira |

We’re Not in Kansas Anymore: Detecting Domain Changes in Streams
Mark Dredze | Tim Oates | Christine Piatko |

Uptraining for Accurate Deterministic Question Parsing
Slav Petrov | Pi-Chuan Chang | Michael Ringgaard | Hiyan Alshawi |

The Necessity of Combining Adaptation Methods
Ming-Wei Chang | Michael Connor | Dan Roth |

Training dependency parsers by jointly optimizing multiple objectives
Keith Hall | Ryan McDonald | Jason Katz-Brown | Michael Ringgaard |

Multi-Domain Learning: When Do Domains Matter?
Mahesh Joshi | Mark Dredze | William W. Cohen | Carolyn Rosé |

Biased Representation Learning for Domain Adaptation
Fei Huang | Alexander Yates |

Learning Latent Word Representations for Domain Adaptation using Supervised Word Clustering
Min Xiao | Feipeng Zhao | Yuhong Guo |

Importance weighting and unsupervised domain adaptation of POS taggers: a negative result
Barbara Plank | Anders Johannsen | Anders Søgaard |

Flexible Domain Adaptation for Automated Essay Scoring Using Correlated Linear Regression
Peter Phandi | Kian Ming A. Chai | Hwee Tou Ng |

Learning Timeline Difference for Text Categorization
Fumiyo Fukumoto | Yoshimi Suzuki |

Online Updating of Word Representations for Part-of-Speech Tagging
Wenpeng Yin | Tobias Schnabel | Hinrich Schütze |

Closing the Gap: Domain Adaptation from Explicit to Implicit Discourse Relations
Yangfeng Ji | Gongbo Zhang | Jacob Eisenstein |

Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification
Jianfei Yu | Jing Jiang |

Modeling Skip-Grams for Event Detection with Convolutional Neural Networks
Thien Huu Nguyen | Ralph Grishman |

A General Regularization Framework for Domain Adaptation
Wei Lu | Hai Leong Chieu | Jonathan Löfgren |

Personalized Emphasis Framing for Persuasive Message Generation
Tao Ding | Shimei Pan |

Learning to select data for transfer learning with Bayesian Optimization
Sebastian Ruder | Barbara Plank |

Cross-domain Semantic Parsing via Paraphrasing
Yu Su | Xifeng Yan |

Deep Pivot-Based Modeling for Cross-language Cross-domain Transfer with Minimal Guidance
Yftah Ziser | Roi Reichart |

Memory, Show the Way: Memory Based Few Shot Word Representation Learning
Jingyuan Sun | Shaonan Wang | Chengqing Zong |

Neural Adaptation Layers for Cross-domain Named Entity Recognition
Bill Yuchen Lin | Wei Lu |

Multi-Source Domain Adaptation with Mixture of Experts
Jiang Guo | Darsh Shah | Regina Barzilay |

Supervised Domain Adaption for WSD
Eneko Agirre | Oier Lopez de Lacalle |

Structural Correspondence Learning for Parse Disambiguation
Barbara Plank |

Type-Supervised Domain Adaptation for Joint Segmentation and POS-Tagging
Meishan Zhang | Yue Zhang | Wanxiang Che | Ting Liu |

Creating POS Tagging and Dependency Parsing Experts via Topic Modeling
Atreyee Mukherjee | Sandra Kübler | Matthias Scheutz |

Out-of-domain FrameNet Semantic Role Labeling
Silvana Hartmann | Ilia Kuznetsov | Teresa Martin | Iryna Gurevych |

Leveraging Auxiliary Tasks for Document-Level Cross-Domain Sentiment Classification
Jianfei Yu | Jing Jiang |

Domain Adaptation for Relation Extraction with Domain Adversarial Neural Network
Lisheng Fu | Thien Huu Nguyen | Bonan Min | Ralph Grishman |

Book Reviews: Semi-Supervised Learning and Domain Adaptation in Natural Language Processing by Anders Søgaard
George Foster |

Automatic Adaptation of Annotations
Wenbin Jiang | Yajuan Lü | Liang Huang | Qun Liu |

An Iterative Similarity based Adaptation Technique for Cross-domain Text Classification
Himanshu Sharad Bhatt | Deepali Semwal | Shourya Roy |

Domain Adaptation for Named Entity Recognition Using CRFs
Tian Tian | Marco Dinarelli | Isabelle Tellier | Pedro Dias Cardoso |

Can Domain Adaptation be Handled as Analogies?
Núria Bel | Joel Pocostales |

Experiments with Convolutional Neural Networks for Multi-Label Authorship Attribution
Dainis Boumber | Yifan Zhang | Arjun Mukherjee |

Learning Structured Classifiers for Statistical Dependency Parsing
Qin Iris Wang |

Improving SCL Model for Sentiment-Transfer Learning
Songbo Tan | Xueqi Cheng |

Zipfian corruptions for robust POS tagging
Anders Søgaard |

Robust Morphological Tagging with Word Representations
Thomas Müller | Hinrich Schuetze |

Unsupervised Multi-Domain Adaptation with Feature Embeddings
Yi Yang | Jacob Eisenstein |

Mining for unambiguous instances to adapt part-of-speech taggers to new domains
Dirk Hovy | Barbara Plank | Héctor Martínez Alonso | Anders Søgaard |

Part-of-Speech Tagging for Historical English
Yi Yang | Jacob Eisenstein |

Pivot Based Language Modeling for Improved Neural Domain Adaptation
Yftah Ziser | Roi Reichart |

Fast and Scalable Expansion of Natural Language Understanding Functionality for Intelligent Agents
Anuj Kumar Goyal | Angeliki Metallinou | Spyros Matsoukas |

Bag of Experts Architectures for Model Reuse in Conversational Language Understanding
Rahul Jha | Alex Marin | Suvamsh Shivaprasad | Imed Zitouni |

Frustratingly Easy Domain Adaptation
Hal Daumé III |

Instance Weighting for Domain Adaptation in NLP
Jing Jiang | ChengXiang Zhai |

Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification
John Blitzer | Mark Dredze | Fernando Pereira |

Exploiting Feature Hierarchy for Transfer Learning in Named Entity Recognition
Andrew Arnold | Ramesh Nallapati | William W. Cohen |

Distributional Representations for Handling Sparsity in Supervised Sequence-Labeling
Fei Huang | Alexander Yates |

Automatic Adaptation of Annotation Standards: Chinese Word Segmentation and POS Tagging – A Case Study
Wenbin Jiang | Liang Huang | Qun Liu |

Multi-Task Transfer Learning for Weakly-Supervised Relation Extraction
Jing Jiang |

Open-Domain Semantic Role Labeling by Modeling Word Spans
Fei Huang | Alexander Yates |

Cross-Language Text Classification Using Structural Correspondence Learning
Peter Prettenhofer | Benno Stein |

Cross Lingual Adaptation: An Experiment on Sentiment Classifications
Bin Wei | Christopher Pal |

Domain Adaptation by Constraining Inter-Domain Variability of Latent Feature Representation
Ivan Titov |

Query Weighting for Ranking Model Adaptation
Peng Cai | Wei Gao | Aoying Zhou | Kam-Fai Wong |

Using Multiple Sources to Construct a Sentiment Sensitive Thesaurus for Cross-Domain Sentiment Classification
Danushka Bollegala | David Weir | John Carroll |

Joint Bilingual Sentiment Classification with Unlabeled Parallel Corpora
Bin Lu | Chenhao Tan | Claire Cardie | Benjamin K. Tsou |

Effective Measures of Domain Similarity for Parsing
Barbara Plank | Gertjan van Noord |

Question Detection in Spoken Conversations Using Textual Conversations
Anna Margolis | Mari Ostendorf |

Is Machine Translation Ripe for Cross-Lingual Sentiment Classification?
Kevin Duh | Akinori Fujino | Masaaki Nagata |

Transfer Learning for Constituency-Based Grammars
Yuan Zhang | Regina Barzilay | Amir Globerson |

Embedding Semantic Similarity in Tree Kernels for Domain Adaptation of Relation Extraction
Barbara Plank | Alessandro Moschitti |

Part-of-speech tagging with antagonistic adversaries
Anders Søgaard |

Tagging The Web: Building A Robust Web Tagger with Neural Network
Ji Ma | Yue Zhang | Jingbo Zhu |

Learning to Predict Distributions of Words Across Domains
Danushka Bollegala | David Weir | John Carroll |

Robust Domain Adaptation for Relation Extraction via Clustering Consistency
Minh Luan Nguyen | Ivor W. Tsang | Kian Ming A. Chai | Hai Leong Chieu |

Employing Word Representations and Regularization for Domain Adaptation of Relation Extraction
Thien Huu Nguyen | Ralph Grishman |

Fast Easy Unsupervised Domain Adaptation with Marginalized Structured Dropout
Yi Yang | Jacob Eisenstein |

Cross-lingual Model Transfer Using Feature Representation Projection
Mikhail Kozhevnikov | Ivan Titov |

New Transfer Learning Techniques for Disparate Label Sets
Young-Bum Kim | Karl Stratos | Ruhi Sarikaya | Minwoo Jeong |

Semantic Representations for Domain Adaptation: A Case Study on the Tree Kernel-based Method for Relation Extraction
Thien Huu Nguyen | Barbara Plank | Ralph Grishman |

Unsupervised Cross-Domain Word Representation Learning
Danushka Bollegala | Takanori Maehara | Ken-ichi Kawarabayashi |

Demographic Factors Improve Classification Performance
Dirk Hovy |

A Hassle-Free Unsupervised Domain Adaptation Method Using Instance Similarity Features
Jianfei Yu | Jing Jiang |

Event Detection and Domain Adaptation with Convolutional Neural Networks
Thien Huu Nguyen | Ralph Grishman |

Learning Hidden Markov Models with Distributed State Representations for Domain Adaptation
Min Xiao | Yuhong Guo |

Model Adaptation for Personalized Opinion Analysis
Mohammad Al Boni | Keira Zhou | Hongning Wang | Matthew S. Gerber |

Bi-Transferring Deep Neural Networks for Domain Adaptation
Guangyou Zhou | Zhiwen Xie | Jimmy Xiangji Huang | Tingting He |

Domain Adaptation for Authorship Attribution: Improved Structural Correspondence Learning
Upendra Sapkota | Thamar Solorio | Manuel Montes | Steven Bethard |

A Domain Adaptation Regularization for Denoising Autoencoders
Stéphane Clinchant | Gabriela Csurka | Boris Chidlovskii |

Domain Attention with an Ensemble of Experts
Young-Bum Kim | Karl Stratos | Dongchan Kim |

Deep Multitask Learning for Semantic Dependency Parsing
Hao Peng | Sam Thomson | Noah A. Smith |

Multitask Parsing Across Semantic Representations
Daniel Hershcovich | Omri Abend | Ari Rappoport |

Strong Baselines for Neural Semi-Supervised Learning under Domain Shift
Sebastian Ruder | Barbara Plank |

Domain Adaptation with Adversarial Training and Graph Embeddings
Firoj Alam | Shafiq Joty | Muhammad Imran |

Extending a Parser to Distant Domains Using a Few Dozen Partially Annotated Examples
Vidur Joshi | Matthew Peters | Mark Hopkins |

The Hitchhiker’s Guide to Testing Statistical Significance in Natural Language Processing
Rotem Dror | Gili Baumer | Segev Shlomov | Roi Reichart |

Backpropagating through Structured Argmax using a SPIGOT
Hao Peng | Sam Thomson | Noah A. Smith |

Recursive Neural Structural Correspondence Network for Cross-domain Aspect and Opinion Co-Extraction
Wenya Wang | Sinno Jialin Pan |

FLORS: Fast and Simple Domain Adaptation for Part-of-Speech Tagging
Tobias Schnabel | Hinrich Schütze |

Domain Adaptation for Syntactic and Semantic Dependency Parsing Using Deep Belief Networks
Haitong Yang | Tao Zhuang | Chengqing Zong |

Overcoming Language Variation in Sentiment Analysis with Social Attention
Yi Yang | Jacob Eisenstein |

Replicability Analysis for Natural Language Processing: Testing Significance with Multiple Datasets
Rotem Dror | Gili Baumer | Marina Bogomolov | Roi Reichart |

Similarity Based Genre Identification for POS Tagging Experts & Dependency Parsing
Atreyee Mukherjee | Sandra Kübler |

Lisbon: Evaluating TurboSemanticParser on Multiple Languages and Out-of-Domain Data
Mariana S. C. Almeida | André F. T. Martins |

psyML at SemEval-2018 Task 1: Transfer Learning for Sentiment and Emotion Analysis
Grace Gee | Eugene Wang |

Solving Feature Sparseness in Text Classification using Core-Periphery Decomposition
Xia Cui | Sadamori Kojaku | Naoki Masuda | Danushka Bollegala |

Domain Adaption of Named Entity Recognition to Support Credit Risk Assessment
Julio Cesar Salinas Alvarado | Karin Verspoor | Timothy Baldwin |

Evaluating Impact of Re-training a Lexical Disambiguation Model on Domain Adaptation of an HPSG Parser
Tadayoshi Hara | Yusuke Miyao | Jun’ichi Tsujii |

A Comparison of Structural Correspondence Learning and Self-training for Discriminative Parse Selection
Barbara Plank |

Domain Adaptation meets Active Learning
Piyush Rai | Avishek Saha | Hal Daumé | Suresh Venkatasubramanian |

Grammar-Driven versus Data-Driven: Which Parsing System Is More Affected by Domain Shifts?
Barbara Plank | Gertjan van Noord |

Adaptive Parameters for Entity Recognition with Perceptron HMMs
Massimiliano Ciaramita | Olivier Chapelle |

Exploring Representation-Learning Approaches to Domain Adaptation
Fei Huang | Alexander Yates |

Domain Adaptation with Unlabeled Data for Dialog Act Tagging
Anna Margolis | Karen Livescu | Mari Ostendorf |

Frustratingly Easy Semi-Supervised Domain Adaptation
Hal Daumé III | Abhishek Kumar | Avishek Saha |

Adaptive Chinese Word Segmentation with Online Passive-Aggressive Algorithm
Wenjun Gao | Xipeng Qiu | Xuanjing Huang |

Parsing Natural Language Queries for Life Science Knowledge
Tadayoshi Hara | Yuka Tateisi | Jin-Dong Kim | Yusuke Miyao |

Gender Attribution: Tracing Stylometric Evidence Beyond Topic and Genre
Ruchita Sarawgi | Kailash Gajulapalli | Yejin Choi |

Language Models as Representations for Weakly Supervised NLP Tasks
Fei Huang | Alexander Yates | Arun Ahuja | Doug Downey |

Adapting Text instead of the Model: An Open Domain Approach
Gourab Kundu | Dan Roth |

Active Learning with Transfer Learning
Chunyong Luo | Yangsheng Ji | Xinyu Dai | Jiajun Chen |

Polyglot: Distributed Word Representations for Multilingual NLP
Rami Al-Rfou’ | Bryan Perozzi | Steven Skiena |

Relation Extraction: Perspective from Convolutional Neural Networks
Thien Huu Nguyen | Ralph Grishman |

A Two-stage Approach for Extending Event Detection to New Types via Neural Networks
Thien Huu Nguyen | Lisheng Fu | Kyunghyun Cho | Ralph Grishman |

Towards a continuous modeling of natural language domains
Sebastian Ruder | Parsa Ghaffari | John G. Breslin |

POS Tagging Experts via Topic Modeling
Atreyee Mukherjee | Sandra Kübler | Matthias Scheutz |

Unsupervised Domain Adaptation for Clinical Negation Detection
Timothy Miller | Steven Bethard | Hadi Amiri | Guergana Savova |

Multi-task Domain Adaptation for Sequence Tagging
Nanyun Peng | Mark Dredze |

A Dataset and Classifier for Recognizing Social Media English
Su Lin Blodgett | Johnny Wei | Brendan O’Connor |

Data point selection for genre-aware parsing
Ines Rehbein | Felix Bildhauer |

Hybrid Method of Semi-supervised Learning and Feature Weighted Learning for Domain Adaptation of Document Classification
Hiroyuki Shinnou | Liying Xiao | Minoru Sasaki | Kanako Komiya |

Learning under Covariate Shift for Domain Adaptation for Word Sense Disambiguation
Hiroyuki Shinnou | Minoru Sasaki | Kanako Komiya |

Unsupervised Domain Adaptation for Word Sense Disambiguation using Stacked Denoising Autoencoder
Kazuhei Kouno | Hiroyuki Shinnou | Minoru Sasaki | Kanako Komiya |

http://bioie.ldc.upenn.edu/

Field Of Study

Task

Tagging Chunking Named Entity Recognition Biomedical

Approach

Semi-supervised Learning

Language

English

Dataset

News

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