[Colloquium] REMINDER: Research at TTIC: Mohit Bansal, TTIC
Dawn Ellis
dellis at ttic.edu
Thu Feb 5 09:18:47 CST 2015
When: Friday, February 6th at noon
Where: TTIC, 6045 S Kenwood Avenue, 5th Floor, Room 526
Who: Mohit Bansal, TTIC
Title: Improving Neural Embeddings using Knowledge
Abstract:
Purely unsupervised embeddings learned on large amounts of raw context data
are generally useful representations but these are learned using only
co-occurrence statistics and may not capture the specific type of semantics
or similarity one needs for a particular task. More useful representations
can be learned by using knowledge-based statistics. In this talk, I will
discuss our work on learning better neural embeddings (for both words and
higher-order units) using automatically-predicted paraphrase pairs
(monolingual alignments), translation pairs (multilingual alignments), and
syntactic context as three sources of weak supervision or knowledge.
This is joint work with Kevin Gimpel, Karen Livescu, Ang Lu, Weiran Wang,
and John Wieting.
***************************************
Research at TTIC Seminar Series
TTIC is hosting a weekly seminar series presenting the research currently
underway at the Institute. Every week a different TTIC faculty member will
present their research. The lectures are intended both for students
seeking research topics and adviser, and for the general TTIC and
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Speaker details can be found at: http://www.ttic.edu/tticseminar.php.
For additional questions, please contact David McAllester at
mcallester at ttic.edu
--
*Dawn Ellis*
Administrative Coordinator,
Bookkeeper
773-834-1757
dellis at ttic.edu
TTIC
6045 S. Kenwood Ave.
Chicago, IL. 60637
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