Nathanael Chambers
PhD Candidate
Natural Language Processing Group
Research Interests
Narrative Schemas
My research focuses on learning rich event structures called narrative schemas. Narrative schemas represent event relations, their participants, and semantic roles of the arguments. It is not dissimilar from Schankian scripts or common sense sequences of situations and events. My work is the first to utilize coreference and entity chains to learn a new type of relation based on narrative/discourse coherence.
Temporal Relations
I have several published papers on learning to temporally order events described in text. My supervised learning approaches learn from labelled corpora and I have transferred orderings to order the events in narrative schemas.
Dialogue
Before coming to Stanford, I published several pieces of work on language generation, dialogue, ontologies, and the semantic interpretation of web objects.
Publications (view all 19 with downloads)
Unsupervised Learning of Narrative Schemas and their Participants | ACL 2009 |
Jointly Combining Implicit Constraints Improves Temporal Ordering | EMNLP 2008 |
Unsupervised Learning of Narrative Event Chains | ACL 2008 |
Classifying Temporal Relations Between Events. | ACL 2007 |
Learning Alignments and Leveraging Natural Logic. | ACL 2007 |
Using Semantics to Identify Web Objects. | AAAI 2006 |
One-Shot Procedure Learning from Instruction and Observation. | FLAIRS 2006 |
Chester: Towards a Personal Medical Advisor. | Journal Biomedical Informatics |
Teaching
Natural Language Processing (cs224n, Spring 2008-9)
Natural Language Understanding (cs224u, Fall 2007-8)
Academic Service
Board on Judicial Affairs (2009-10), Graduate Representative
Judicial Affairs Panel (2008-10), Graduate Panelist
Committee on Research (2008-09), Graduate Representative
Committee on TA Oversight (2008-09), Graduate Representative
Freshman Mentor (2007-08), met weekly with ~15 freshmen
Previous Research Affiliations
[2008 Sum] Google Research
Information Extraction, Relation Learning
[2003-2006] Florida Institute for Human and Machine Cognition
Dialogue systems, semantic web objects, ontology mapping, language generation
[2002 Sum] Lockheed Martin ATL
Language Processing, Dialogue Systems
[1998-2003] University of Rochester
M.S. Computer Science: Statistical Language Generation