| 2016 | LREC | A comparison of Named-Entity Disambiguation and Word Sense Disambiguation. | Angel X. Chang, Valentin I. Spitkovsky, Christopher D. Manning, Eneko Agirre |
| 2013 | EMNLP | Breaking Out of Local Optima with Count Transforms and Model Recombination: A Study in Grammar Induction. | Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky |
| 2012 | ACL | A Comparison of Chinese Parsers for Stanford Dependencies. | Wanxiang Che, Valentin I. Spitkovsky, Ting Liu |
| 2012 | EMNLP | Three Dependency-and-Boundary Models for Grammar Induction. | Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky |
| 2012 | LREC | A Cross-Lingual Dictionary for English Wikipedia Concepts. | Valentin I. Spitkovsky, Angel X. Chang |
| 2011 | CoNLL | Punctuation: Making a Point in Unsupervised Dependency Parsing. | Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky |
| 2011 | EMNLP | Unsupervised Dependency Parsing without Gold Part-of-Speech Tags. | Valentin I. Spitkovsky, Hiyan Alshawi, Angel X. Chang, Daniel Jurafsky |
| 2011 | EMNLP | Lateen EM: Unsupervised Training with Multiple Objectives, Applied to Dependency Grammar Induction. | Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky |
| 2010 | ACL | Profiting from Mark-Up: Hyper-Text Annotations for Guided Parsing. | Valentin I. Spitkovsky, Daniel Jurafsky, Hiyan Alshawi |
| 2010 | CoNLL | Viterbi Training Improves Unsupervised Dependency Parsing. | Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky, Christopher D. Manning |
| 2010 | NAACL | From Baby Steps to Leapfrog: How "Less is More" in Unsupervised Dependency Parsing. | Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jurafsky |
| 1999 | RECOMB | A dictionary based approach for gene annotation. | Lior Pachter, Serafim Batzoglou, Valentin I. Spitkovsky, William S. Beebee, Eric S. Lander, Bonnie Berger, Daniel J. Kleitman |