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EMNLP
2011
14 years 1 months ago
Approximate Scalable Bounded Space Sketch for Large Data NLP
We exploit sketch techniques, especially the Count-Min sketch, a memory, and time efficient framework which approximates the frequency of a word pair in the corpus without explic...
Amit Goyal, Hal Daumé III
SIAMDM
2011
14 years 5 months ago
Counting Independent Sets Using the Bethe Approximation
Venkat Chandrasekaran, Misha Chertkov, David Gamar...
ACL
2009
14 years 12 months ago
Improved Smoothing for N-gram Language Models Based on Ordinary Counts
Kneser-Ney (1995) smoothing and its variants are generally recognized as having the best perplexity of any known method for estimating N-gram language models. Kneser-Ney smoothing...
Robert C. Moore, Chris Quirk
CC
2007
Springer
139views System Software» more  CC 2007»
15 years 8 months ago
Using Prefetching to Improve Reference-Counting Garbage Collectors
Reference counting is a classical garbage collection method. Recently, a series of papers have extended the basic method to drastically reduce its notorious overhead and extend the...
Harel Paz, Erez Petrank
107
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SEMWEB
2007
Springer
15 years 8 months ago
Sampling and Soundness: Can We Have Both?
Recent research on model counting in CNF formulas has shown that a certain sampling method can yield results that are sound with a provably high probability. The key idea is to ite...
Carla P. Gomes, Jörg Hoffmann, Ashish Sabharw...