... top-down parsing and language modeling. Computational Linguistics.Ming Tan, Wenli Zhou, Lei Zheng, and Shaojun Wang.2011. A largescale distributed syntactic, semanticand lexical language model ... Republic of Korea, 8-14 July 2012.c2012 Association for Computational Linguistics Large- Scale Syntactic LanguageModeling with TreeletsAdam Pauls Dan KleinComputer Science DivisionUniversity ... al., 2011). However, to ourknowledge, we are the first to apply these techniquesfor languagemodeling on large amounts of data.2.1 Lexical contextAlthough it is tempting to think that we can...
... first work of building acomplex largescale distributed language model witha principled approach that is more powerful than n-grams when both trained on a very large corpus withup to a billion ... 2007. Largelanguage models in ma-chine translation. The 2007 Conference on EmpiricalMethods in Natural Language Processing (EMNLP),858-867.E. Charniak. 2001. Immediate-head parsing for language models. ... Royal Statistical Society, 39:1-38.A. Emami, K. Papineni and J. Sorensen. 2007. Large- scale distributed language modeling. The 32nd IEEEInternational Conference on Acoustics, Speech, andSignal...
... 4-2 Large- Scale MPLS VPN Deployment Copyright 2000, Cisco Systems, Inc. MP-BGP Scalability Mechanisms ... discarded by the receiving router, prior to sending the information to the receiving router. 4-4 Large- Scale MPLS VPN Deployment Copyright 2000, Cisco Systems, Inc. Partitioned Route Reflectors ... Questions n Describe BGP scaling issues in a MPLS VPN network. The number of routes in a very large MPLS/VPN network may result in exceeding the resources of the PE routers. MPLS VPN uses...
... 4 Large- Scale MPLS VPN Deployment 4-2 Large- Scale MPLS VPN Deployment Copyright 2000, Cisco Systems, Inc. MP-BGP Scalability ... updates by uploading a filter to the neighbor. n Why are outbound route filters useful? 4-4 Large- Scale MPLS VPN Deployment Copyright 2000, Cisco Systems, Inc. Partitioned Route Reflectors ... Questions n Describe BGP scaling issues in a MPLS VPN network. The number of routes in a very large MPLS/VPN network may result in exceeding the resources of the PE routers. MPLS VPN uses...
... overthem. 6.1 Future WorkA large- scale web search engine is a complex system and much remains to be done. Our immediategoals are to improve search efficiency and to scale to approximately 100 ... final design goal was to build an architecture that can support novel research activities on large- scale web data. To support novel research uses, Google stores all of the actual documents it ... environment where researchers or even students canpropose and do interesting experiments on our large- scale web data. 2. System FeaturesThe Google search engine has two important features that...
... Conditions for Large- Scale Impulsive Dynamical Systems 24910.5 Specialization to Large- Scale Linear Impulsive DynamicalSystems 25910.6 Stability of Feedback Interconnections of Large- Scale Im-pulsive ... flow predictions for large- scale systems with strong cou-pling can be erroneous.Alternatively, a deterministic thermodynamically motivated energyflow modeling for large- scale structural systems ... Introduction 30513.2 Hybrid Decentralized Control and Large- Scale ImpulsiveDynamical Systems 30613.3 Hybrid Decentralized Control for Large- Scale Dynamical Systems 31313.4 Interconnected Euler-Lagrange...
... Erin Duggan May 31, 2012 212-335-9400 DA VANCE: ABACUS BANK AND 19 INDIVIDUALS CHARGED IN LARGE- SCALE MORTGAGE FRAUD CONSPIRACY Employees and Managers Charged With Routinely Submitting False...
... in the 1970s to focus ondata sub-languages that could be embedded in any programming language, rather than adding high-level data access to all program-ming languages. Fortunately, new application ... Programsin high-level languages, such as SQL, are easier to write, easierto modify, and easier for a new person to understand. Codasylwas criticized for being “the assembly language of DBMS access”.We ... are two notableprojects in this direction.3.4 Data DistributionThe conventional wisdom for large- scale databases is to alwayssend the computation to the data, rather than the other way around.In...
... presents Scribe, a large- scale event notification infrastruc-ture for topic-based publish-subscribe applications. Scribe supports large num-bers of topics, with a potentially large number of subscribers ... network can scale to an extremely large number of nodesbecause the algorithms to build and maintain the network have space and time costs of. This enables support for extremely large groups ... a large- scale and fully decentralized event notification sys-tem built on top of Pastry, a peer-to-peer object location and routing substrate overlayedon the Internet. Scribe is designed to scale...
... promise of large- scale discriminative training for SMT is to scale toarbitrary types and numbers of features and to pro-vide sufficient statistical support by parameter esti-mation on large sample ... 2005):∇lj(w) =−¯xjif w, ¯xj ≤ 0,0 else.Our baseline algorithm 1 (SDG) scales pairwiseranking to largescale scenarios. The algorithm takesan average over the final weight updates of ... Boston, MA.Andreas Stolcke. 2002. SRILM - an extensible language modeling toolkit. In Proceedings of the InternationalConference on Spoken Language Processing, Denver,CO.Christoph Tillmann and...
... International Language Resources andEvaluation (LREC’10), Valletta, Malta, may. Euro-pean Language Resources Association (ELRA).Michele Banko and Eric Brill. 2001. Scaling to veryvery large corpora ... on giant corpora many orders of mag-nitude larger than previously used, they do lay outhow AL might be useful to apply to acquire datato augment a large set cheaply because they rec-ognize ... itgood? evaluating non-expert annotations for natu-ral language tasks. In Proceedings of the 2008 Con-ference on Empirical Methods in Natural Language Processing, pages 254–263, Honolulu, Hawaii,...
... before, theuser can take a break and then the system continueswith the next epoch.3 LanguageModeling Language modeling is important for many text pro-cessing applications, e.g., speech recognition ... and M. Fried-Oken.2010. Scanning methods and languagemodeling forbinary switch typing. In Proceedings of the NAACLHLT 2010 Workshop on Speech and Language Pro-cessing for Assistive Technologies, ... confusing. Finally, language model integrationwith RSVP is relatively straightforward, as we shalldemonstrate. See Roark et al. (2010) for methodsintegrating languagemodeling into grid scanning.2...