Compact System

  • Subscribe to our RSS feed.
  • Twitter
  • StumbleUpon
  • Reddit
  • Facebook
  • Digg

Friday, 28 April 2006

Statistical machine translation live

Posted on 15:40 by Unknown
Posted by Franz Och, Research Scientist

Because we want to provide everyone with access to all the world's information, including information written in every language, one of the exciting projects at Google Research is machine translation. Most state-of-the-art commercial machine translation systems in use today have been developed using a rules-based approach and require a lot of work by linguists to define vocabularies and grammars.

Several research systems, including ours, take a different approach: we feed the computer with billions of words of text, both monolingual text in the target language, and aligned text consisting of examples of human translations between the languages. We then apply statistical learning techniques to build a translation model. We have achieved very good results in research evaluations.

Now you can see the results for yourself. We recently launched an online version of our system for Arabic-English and English-Arabic. Try it out! Arabic is a very challenging language to translate to and from: it requires long-distance reordering of words and has a very rich morphology. Our system works better for some types of text (e.g. news) than for others (e.g. novels) -- and you probably should not try to translate poetry ... but do stay tuned for more exciting developments.

Update: We've just opened a discussion forum for all topics related to machine translation.

Update: Fixed broken link to NIST results.
Email ThisBlogThis!Share to XShare to Facebook
Posted in | No comments
Newer Post Older Post Home

0 comments:

Post a Comment

Subscribe to: Post Comments (Atom)

Popular Posts

  • CDC Birth Vital Statistics in BigQuery
    Posted by Dan Vanderkam, Software Engineer Google’s BigQuery Service lets enterprises and developers crunch large-scale data sets quickly...
  • Towards Energy-Proportional Datacenters
    Posted by Dennis Abts, Michael R. Marty, Philip M. Wells, Peter Klausler, and Hong Liu This is part of the series highlighting some notable...
  • Site Reliability Engineers: “solving the most interesting problems”
    Posted by Chris Reid, Sydney Staffing team I recently sat down with Ben Appleton, a Senior Staff Software Engineer, to talk about his recent...
  • Our Faculty Institute brings faculty back to the drawing board
    Posted by Nina Kim Schultz, Google Education Research Cross-posted with the Official Google Blog School may still be out for summer, but tea...
  • Market Algorithms and Optimization Meeting
    Posted by  Vahab S. Mirrokni and Muthu Muthukrishnan Google auctions ads, and enables a market with millions of advertisers and users.  This...
  • Our Unique Approach to Research
    Posted by  Alfred Spector , Vice President of Research and Special Initiatives Google started as a research project —and research has remain...
  • Impact of Organic Ranking on Ad Click Incrementality
    Posted by David Chan, Statistician and Lizzy Van Alstine, Research Evangelist  In 2011, Google released a Search Ads Pause research study w...
  • Large-scale graph computing at Google
    Posted by Grzegorz Czajkowski, Systems Infrastructure Team If you squint the right way, you will notice that graphs are everywhere. For exam...
  • Continuing the quest for future computer scientists with CS4HS
    Erin Mindell, Program Manager, Google Education Computer Science for High School (CS4HS) began five years ago with a simple question: How c...
  • Millions of Core-Hours Awarded to Science
    Posted by Andrea Held, Program Manager, University Relations In 2011 Google University Relations launched a new academic research awards pr...

Categories

  • accessibility
  • ACL
  • ACM
  • Acoustic Modeling
  • ads
  • adsense
  • adwords
  • Africa
  • Android
  • API
  • App Engine
  • App Inventor
  • Audio
  • Awards
  • Cantonese
  • China
  • Computer Science
  • conference
  • conferences
  • correlate
  • crowd-sourcing
  • CVPR
  • datasets
  • Deep Learning
  • distributed systems
  • Earth Engine
  • economics
  • Education
  • Electronic Commerce and Algorithms
  • EMEA
  • EMNLP
  • entities
  • Exacycle
  • Faculty Institute
  • Faculty Summit
  • Fusion Tables
  • gamification
  • Google Books
  • Google+
  • Government
  • grants
  • HCI
  • Image Annotation
  • Information Retrieval
  • internationalization
  • Interspeech
  • jsm
  • jsm2011
  • K-12
  • Korean
  • Labs
  • localization
  • Machine Hearing
  • Machine Learning
  • Machine Translation
  • MapReduce
  • market algorithms
  • Market Research
  • ML
  • MOOC
  • NAACL
  • Natural Language Processing
  • Networks
  • Ngram
  • NIPS
  • NLP
  • open source
  • operating systems
  • osdi
  • osdi10
  • patents
  • ph.d. fellowship
  • PiLab
  • Policy
  • Public Data Explorer
  • publication
  • Publications
  • renewable energy
  • Research Awards
  • resource optimization
  • Search
  • search ads
  • Security and Privacy
  • SIGMOD
  • Site Reliability Engineering
  • Speech
  • statistics
  • Structured Data
  • Systems
  • Translate
  • trends
  • TV
  • UI
  • University Relations
  • UNIX
  • User Experience
  • video
  • Vision Research
  • Visiting Faculty
  • Visualization
  • Voice Search
  • Wiki
  • wikipedia
  • WWW
  • YouTube

Blog Archive

  • ►  2013 (51)
    • ►  December (3)
    • ►  November (9)
    • ►  October (2)
    • ►  September (5)
    • ►  August (2)
    • ►  July (6)
    • ►  June (7)
    • ►  May (5)
    • ►  April (3)
    • ►  March (4)
    • ►  February (4)
    • ►  January (1)
  • ►  2012 (59)
    • ►  December (4)
    • ►  October (4)
    • ►  September (3)
    • ►  August (9)
    • ►  July (9)
    • ►  June (7)
    • ►  May (7)
    • ►  April (2)
    • ►  March (7)
    • ►  February (3)
    • ►  January (4)
  • ►  2011 (51)
    • ►  December (5)
    • ►  November (2)
    • ►  September (3)
    • ►  August (4)
    • ►  July (9)
    • ►  June (6)
    • ►  May (4)
    • ►  April (4)
    • ►  March (5)
    • ►  February (5)
    • ►  January (4)
  • ►  2010 (44)
    • ►  December (7)
    • ►  November (2)
    • ►  October (9)
    • ►  September (7)
    • ►  August (2)
    • ►  July (7)
    • ►  June (3)
    • ►  May (2)
    • ►  April (1)
    • ►  March (1)
    • ►  February (1)
    • ►  January (2)
  • ►  2009 (44)
    • ►  December (8)
    • ►  November (4)
    • ►  August (4)
    • ►  July (5)
    • ►  June (5)
    • ►  May (4)
    • ►  April (6)
    • ►  March (3)
    • ►  February (1)
    • ►  January (4)
  • ►  2008 (11)
    • ►  December (1)
    • ►  November (1)
    • ►  October (1)
    • ►  September (1)
    • ►  July (1)
    • ►  May (3)
    • ►  April (1)
    • ►  March (1)
    • ►  February (1)
  • ►  2007 (9)
    • ►  October (1)
    • ►  September (2)
    • ►  August (1)
    • ►  July (1)
    • ►  June (2)
    • ►  February (2)
  • ▼  2006 (15)
    • ►  December (1)
    • ►  November (1)
    • ►  September (1)
    • ►  August (1)
    • ►  July (1)
    • ►  June (2)
    • ▼  April (3)
      • Statistical machine translation live
      • Our conference on automated testing
      • See you at CHI
    • ►  March (4)
    • ►  February (1)
Powered by Blogger.

About Me

Unknown
View my complete profile