NAACL Debrief
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Annotation
- Dirk Hovy, Taylor Berg-Kirkpatrick, Ashish Vaswani, Eduard Hovy. Learning Whom to Trust with MACE. NAACL 2013.
Word vector representations
- Richard Socher, John Bauer, Christopher D. Manning and Andrew Y. Ng. Parsing with Compositional Vector Grammars. ACL 2013. Paper where constituents are also assigned vectors
- Shay B. Cohen, Karl Stratos, Michael Collins, Dean P. Foster, and Lyle Ungar. Experiments with Spectral Learning of Latent-Variable PCFGs. NAACL 2013. Paper where they use absolute value to fix spectral learning.
- Tomas Mikolov, Wen-tau Yih, Geoffrey Zweig. Linguistic Regularities in Continuous Space Word Representations. NAACL 2013. Testing on analogy questions
- William Blacoe, Elham Kashefi, Mirella Lapata. A Quantum-Theoretic Approach to Distributional Semantics. NAACL 2013.
- SENNA word embeddings
Word senses
- Jey Han Lau, Paul Cook and Timothy Baldwin. unimelb: Topic Modelling-based Word Sense Induction for Web Snippet Clustering. SemEval 2013. An hierarchical Dirichlet processing model trained for a different task wins
Relation extraction
- Sebastian Riedel, Limin Yao, Andrew McCallum, Benjamin M. Marlin. Relation Extraction with Matrix Factorization and Universal Schemas. NAACL 2013. Somewhere between Open Information Extraction and supervised relation extraction
Machine translation
- Yarin Gal, Phil Blunsom. A Systematic Bayesian Treatment of the IBM Alignment Models. NAACL 2013.
Semantic Roles
- Jiří Materna Parameter Estimation for LDA-Frames
- Jackie Chi Kit Cheung; Hoifung Poon; Lucy Vanderwende Probabilistic Frame Induction
Integrating Formal and Distributional Semantics
- Edward Grefenstette. Towards a Formal Distributional Semantics: Simulating Logical Calculi with Tensors. StarSem 2013
- Islam Beltagy et. al. (UT Austin) Montague Meets Markov: Deep Semantics with Probabilistic Logical Form. StarSem 2013
Paraphrases and Semantic Textual Similarity
- Juri Ganitkevitch et. al. PPDB: The Paraphrase Database NAACL 2013
- Ioannis Korkontzelos et. al. SemEval-2013 Task 5: Evaluating Phrasal Semantics SemEval 2013
Interesting Ideas/Applications
- Marta Recasens; Marie-Catherine de Marneffe; Christopher Potts The Life and Death of Discourse Entities: Identifying Singleton Mentions best short paper
- Amnon Lotan; Asher Stern; Ido Dagan TruthTeller: Annotating Predicate Truth
