Bibliography:

• Topic Models:
  • Latent Dirichlet Allocation, 2003. Blei, Ng, Jordan. JMLR.
  • The Author-Topic Model for Authors and Documents, 2004. Rosen-Zvi, Griffiths, Steyvers, Smyth. UAI.
  • Modeling Annotated Data, 2003. Blei, Jordan. SIGIR.
  • Integrating Topics and Syntax, 2004. Griffiths, Steyvers, Blei, Tenenbaum. NIPS.
  • "Name That Song!": A Probabilistic Approach to Querying on Music and Text, 2004. Brochu, de Freitas. NIPS.
  • A Probabilistic Model for Online Document Clustering with Application to Novelty Detection, 2004. Zhang, Ghahramani, Yang. NIPS.
• Language Models and Speech:
  • The State of the Art in Language Modeling, 2002. Goodman, Charniak. AAAI Tutorial.
  • Factored Language Models and Generalized Parallel Backoff, 2003. Bilmes, Kirchhoff. HLT.
  • Hidden Feature Models for Speech Recognition using Dynamic Bayesian Networks, 2003. Livescu, Glass, Bilmes. Eurospeech.
  • Whole-Sentence Exponential Language Models: a Vehicle for Linguistic-Statistical Integration, 2001. Rosenfeld, Chen, Zhu. Computers Speech and Language.
  • Hierarchical distributed representations for statistical language modeling, 2004. Blitzer, Weinberger, Saul, Pereira. NIPS.
  • Two-stage Language Models for Information Retrieval, 2002. Zhai, Lafferty. SIGIR.
• Word Sense Disambiguation:
  • SenseLearner: Minimally Supervised Word Sense Disambiguation for All Words in Open Text, 2004. Mihalcea, Faruque. Senseval-3.
  • Generative Models for Semantic Role Labeling, 2004. Thompson, Patwardhan, Arnold. ACL Workshop on Semantic Analysis.
• Summarization:
  • A Trainable Document Summarizer, 1995. Kupiec, Pedersen, Chen. SIGIR.
  • Lexpagerank: Prestige in multi-document text summarization, 2004. Erkan, Radev. EMNLP.
• Parsing/Information Extraction:
  • Learning with scope, with application to information extraction and classification, 2002. Blei, Bagnell, McCallum. UAI.
  • Corpus-Based Induction of Syntactic Structure: Models of Dependency and Constituency, 2004. Klein, Manning. ACL.
  • Unsupervised Learning of Field Segmentation Models for Information Extraction, 2005. Grenager, Klein, Manning. ACL.
  • Extracting Social Networks and Contact Information from Email and the Web, 2004. Culotta, Bekkerman, McCallum. CEAS.