Publications: 

2009

• "Efficient Large-Scale Distributed Training of Conditional Maximum Entropy Models". Gideon Mann, Ryan McDonald, Mehryar Mohri, Nathan Silberman, Daniel Walker. NIPS. [pdf][poster pdf]
• "Semi-supervised Learning of Dependency Parsers using Generalized Expectation Criteria". Greg Druck, Gideon S. Mann, Andrew McCallum. ACL-IJCNLP [pdf]
• "YouTube Scale, Large Vocabulary Video Annotation", Nicholas Morsillo, Gideon Mann, Chris Pal. in "Video Search and Mining" eds. [pdf]

2008

• "Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields". Gideon S. Mann, Andrew McCallum. ACL [pdf]
• "Learning to Classify from Labeled Features".  Gregory Druck, Gideon S. Mann, Andrew McCallum.  SIGIR [pdf]
  

2007 

• "Simple, Robust, Scalable Semi-supervised Learning via Expectation Regularization". Gideon S. Mann, Andrew McCallum. ICML. [pdf]
  
• "Multi-Document Relationship Fusion via Constraints on Probabilistic Databases". Gideon S. Mann.  HLT/NAACL. [pdf]
  
• "Efficient Computation of Entropy Gradient for Semi-Supervised Conditional Random Fields". Gideon S. Mann, Andrew McCallum.  HLT/NAACL (short). [pdf]
  
•  "Penn/UMass/CHOP BiocreativeII Systems". Kuzman Ganchez, Koby Crammer, Fernando Pereira, Gideon Mann, Kedar Bellare, Andrew McCallum, Steven Carroll, Yang Jin, and Peter White.  BiocreativeII Evaluation Workshop. [pdf]
  
• "Putting Semantic Information Extraction on the Map". Chris Pal, Gideon S. Mann, Richard Minerich,  AAAI Workshop on Information Integration on the Web. [pdf]
  
• "Leveraging Existing Resources using Generalized Expectation Criteria". Gregory Druck, Gideon S. Mann, Andrew McCallum, NIPS Workshop on Learning Problem Design. [pdf]
  
• "Reducing Annotation Effort using Generalized Expectation Criteria". Gregory Druck, Gideon S. Mann, Andrew McCallum,  University of Massachusetts Amherst Tech Report 07-62. [pdf]
  
• "Generalized Expectation Criteria". Andrew McCallum, Gideon S. Mann, Gregory Druck.  University of Massachusetts Amherst Tech Report 07-60

2006

• "Bibliometric Impact Measures Leveraging Topic Analysis".Gideon S. Mann, David Mimno, Andrew McCallum.  JCDL. [pdf]
  
• "Multi-Document Statistical Fact Extraction and Fusion". Gideon S. Mann,  Ph.D. Thesis.  [pdf]
  
• "Cascaded Information Synthesis for Timeline Construction". Gideon S. Mann, Technical Report, University of Massachusetts IR-501. [pdf]
  
• "Reverse-Engineering Question/Answer Collections from Ordinary Text". Ellen Riloff, Gideon S. Mann, Bill Philips,  in "Advan ces in Open-Domain Question Answering", Tomek Strzalkowski and Sanda Harabagiu, editors.

2005

• "Multi-Field Information Extraction and Cross-Document Fusion".  Gideon S. Mann, David Yarowsky,  ACL.  [pdf]
  

2003

• "Unsupervised Personal Name Disambiguation". Gideon S. Mann, David Yarowsky, CoNLL. [pdf]
  
• "Bootstrapping toponym classifiers".  David A. Smith, Gideon S. Mann,  Workshop on geographic name disambiguation. [pdf]
  

2002

• "Learning How to Answer Questions using Trivia Games". Gideon S. Mann,  COLING. [pdf]
  
• "Fine-Grained Proper Noun Ontologies for Question Answering". Gideon S. Mann . [pdf ]
  

2001

• "Analyses for Elucidating Current Question Answering Technology".  Marc Light, Gideon S. Mann, Ellen Riloff, Eric Breck,  Journal of Natural Language Engineering, 7:4 [pdf]
  
• "Multipath Translation Lexicon Induction via Bridge Languages".  Gideon S. Mann and David Yarowsky  NAACL [pdf]
• "A Statistical Method for Short Answer Extraction". Gideon S. Mann  Workshop on Open-Domain Question Answering at ACL [pdf]
• "Looking Under the Hood: Tools for Diagnosing your Question Answering System".  Eric Breck, Marc Light, Gideon S. Mann, Ellen Riloff, Brianne Brown, Pranav Anand, Mats Rooth, Michael Thelen  Workshop on Open-Domain Question Answering at ACL [pdf]