| 2012 | TTT: A Tree Transduction Language for Syntactic and Semantic Processing. | Adam Purtee, Lenhart K. Schubert |
| 2012 | The Problem with Kappa. | David Martin Ward Powers |
| 2012 | Language Resources Factory: case study on the acquisition of Translation Memories. | Marc Poch, Antonio Toral, Nria Bel |
| 2012 | Cross-Lingual Genre Classification. | Philipp Petrenz |
| 2012 | Joint Satisfaction of Syntactic and Pragmatic Constraints Improves Incremental Spoken Language Understanding. | Andreas Peldszus, Okko Bu, Timo Baumann, David Schlangen |
| 2012 | A Comparative Study of Reinforcement Learning Techniques on Dialogue Management. | Alexandros Papangelis |
| 2012 | Folheador: browsing through Portuguese semantic relations. | Hugo Gonalo Oliveira, Hernani Pereira Costa, Diana Santos |
| 2012 | Adaptation of Statistical Machine Translation Model for Cross-Lingual Information Retrieval in a Service Context. | Vassilina Nikoulina, Bogomil Kovachev, Nikolaos Lagos, Christof Monz |
| 2012 | Learning Language from Perceptual Context. | Raymond J. Mooney |
| 2012 | Lexical surprisal as a general predictor of reading time. | Irene Fernandez Monsalve, Stefan L. Frank, Gabriella Vigliocco |
| 2012 | Recall-Oriented Learning of Named Entities in Arabic Wikipedia. | Behrang Mohit, Nathan Schneider, Rishav Bhowmick, Kemal Oflazer, Noah A. Smith |
| 2012 | Midge: Generating Image Descriptions From Computer Vision Detections. | Margaret Mitchell, Jesse Dodge, Amit Goyal, Kota Yamaguchi, Karl Stratos, Xufeng Han, Alyssa C. Mensch, Alexander C. Berg, Tamara L. Berg, Hal Daum III |
| 2012 | Compensating for Annotation Errors in Training a Relation Extractor. | Bonan Min, Ralph Grishman |
| 2012 | What's in a Name? Entity Type Variation across Two Biomedical Subdomains. | Claudiu Mihaila, Riza Theresa Batista-Navarro |
| 2012 | Framework of Semantic Role Assignment based on Extended Lexical Conceptual Structure: Comparison with VerbNet and FrameNet. | Yuichiroh Matsubayashi, Yusuke Miyao, Akiko N. Aizawa |
| 2012 | Power-Law Distributions for Paraphrases Extracted from Bilingual Corpora. | Spyros Martzoukos, Christof Monz |
| 2012 | Learning for Microblogs with Distant Supervision: Political Forecasting with Twitter. | Micol Marchetti-Bowick, Nathanael Chambers |
| 2012 | Yet Another Language Identifier. | Martin Majlis |
| 2012 | Spectral Learning for Non-Deterministic Dependency Parsing. | Franco M. Luque, Ariadna Quattoni, Borja Balle, Xavier Carreras |
| 2012 | Just Title It! (by an Online Application). | Cdric Lopez, Violaine Prince, Mathieu Roche |
| 2012 | Bootstrapping Events and Relations from Text. | Ting Liu, Tomek Strzalkowski |
| 2012 | Adapting Translation Models to Translationese Improves SMT. | Gennadi Lembersky, Noam Ordan, Shuly Wintner |
| 2012 | Word Sense Induction for Novel Sense Detection. | Jey Han Lau, Paul Cook, Diana McCarthy, David Newman, Timothy Baldwin |
| 2012 | Collaborative Machine Translation Service for Scientific texts. | Patrik Lambert, Jean Senellart, Laurent Romary, Holger Schwenk, Florian Zipser, Patrice Lopez, Frdric Blain |
| 2012 | Composing extended top-down tree transducers. | Aurlie Lagoutte, Fabienne Braune, Daniel Quernheim, Andreas Maletti |