... ofTopicallyCoherentSentencesforExtractive Summarization Asli CelikyilmazMicrosoft Speech LabsMountain View, CA, 94041asli@ieee.orgDilek Hakkani-T¨urMicrosoft Speech Labs | Microsoft ... we introduce a series of new generative models for multiple-documents,based on a discoveryof hierarchical topics and theircorrelations to extract topicallycoherent sentences. Prior research ... a vector of Ndwords wd, where each widis chosen from a vocabu-lary of size V , and a vector ofsentences S, represent-ing all sentences in a corpus of size SD. We identifysentences...
... previouslydemonstrated the application of this method to thedetermination of the glycan structure of a form of AFP [10]. However, identification of the details of aglycan structural change on a ... Strategy for cancer glyco-biomarker discovery. The roman numbers indicate thestages described in ‘A strategy for discovery of cancer glyco-biomarkers’.H. Narimatsu et al. Discoveryof cancer ... methylesteri-fication of sialic acid moieties. All spectra wereobtained in the positive ion mode using MALDI–quadrupole ion trap (QIT)-TOF MS.A strategy fordiscoveryof cancerglyco-biomarkersOn the basis of...
... characteristics of inputsdifficult for summarization, we first confirm that in-deed expected performance is influenced by the in-put itself. We performed analysis of variance for DUC 2001 data, ... McKeown, and Michael El-hadad. 1999. Information fusion in the context of multi-document summarization. In Proceedings of the37th Annual Meeting of the Association for Computa-tional Linguistics.David ... diffi-culty of new, unseen, summarization inputs.1 IntroductionIn certain situations even the best automatic sum-marizers or professional writers can find it hard towrite a good summary of a set of...
... Clustering, and ExtractiveSummarization for Clinical Question AnsweringDina Demner-Fushman1,3and Jimmy Lin1,2,31Department of Computer Science2College of Information Studies3Institute for Advanced ... from summarization and information retrieval.We tackle a frequently-occurring class of questions that takes the form “What isthe best drug treatment for X?” Startingfrom an initial set of MEDLINE ... pro-vides a powerful tool for organizing search results.4.3 ExtractiveSummarization For each MEDLINE citation, our system gener-ates a short extractive summary consisting of threeelements: the...
... 15 mA per gel for 1 h 30 min and50 mA per gel for 5–6 h at 15 °C. For preparative gels,1 mg of protein was solubilized in 2 mL of buffer for 1 hat room temperature, centrifuged for 30 min at ... select-ing for cysteine-containing peptides or glycoproteins)may allow for higher resolution capacity but at thecost of information loss. For example, using ICATlabelling, only pairs of intact ... diluted in 4 mL of serum-free medium for 30 min at 37 °C. For inactivation of trypsin, cells were washed twice with 4 mL of serum-freemedium. Cells were then incubated with 40 lL of soja beantrypsin...
... tfw,sis the frequency of w in sentence s,|S| is the total number ofsentences in the docu-ments from which sentences are to be extracted,and sfwis the number ofsentences which containthe ... importance of sentences, relat-edness to query, and novelty– using the re-rankingarchitecture.To amend the problem of general informationranked inappropriately high, we modify the word-weighting formula ... novelty-ranking formula can be equallyapplied in both scenarios introduced at the begin-ning of this section. In the first scenario, S stands for the set of nodes in the graph that contains onlysentences...
... lexical infor-mation without considering other sources of in-formation cues like discourse features, acoustic features, and so forth. 3 A risk minimization framework for extractive summarization ... the performance of speech summariza-tion. In order to get rid of the cofounding effect of this factor, it is assumed that the selected summary sentences can also be presented in speech form ... document-sentence relevance information (cf. the second row of Table 3). It also gives competitive results as compared to the performance of BC (cf. the first row of Table 3) for the SD case. 6.3...
... are ideal forextractive summarization tasks, both generic and query-focused. In doing so,we demonstrate better than existing state -of- the-artperformance on a number of standard summarization evaluation ... 3describes how the task ofextractive summarization can be viewed as a problem of submodular functionmaximization. We also in this section show that manystandard methods forsummarization are, in ... summaries of at most 250words for each cluster. For each cluster, a title anda narrative describing a user’s information need areprovided. The narrative is usually composed of aset of questions...
... construction of a novel Bayesian framework for semantic parsing of natural language (NL) utter-ances in a unifying framework in §4,(ii) representation of seed labeled data and informa-tion ... our331Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics, pages 330–338,Jeju, Republic of Korea, 8-14 July 2012.c2012 Association for Computational LinguisticsA ... Computational LinguisticsA Joint Model forDiscoveryof Aspects in UtterancesAsli CelikyilmazMicrosoftMountain View, CA, USAasli@ieee.orgDilek Hakkani-TurMicrosoftMountain View, CA, USAdilek@ieee.orgAbstractWe...
... the output of the pattern discovery process. The output of Web mining algorithms is often not in the form suitable for direct human consumption, and thus need to be transform to a format can ... of the set of actions to be recommended for personalization. The overall process of usage-based personalization is divided into two components: offline component vs. online component. The offline ... performs content and 19 Analysis of user behavior has two aspects, one concerning the interests of the users and the accessed information, the other concerning the way of accessing the information....
... chloride was suspended in 50 ml chloroform, cooled to 0°C and a mixture of 2.2 mmol dansyl derivative [19] and 2 mmol N-ethyl-diisoproylamine in 20 ml chloroform were slowly added by a dripping ... te-trazine-3,6-dimethylcarboxilate 2 µmol (1.86 mg) of the pentamer 8 and 10 µmol (2mg ) of the tetrazine 6 in 0.5 ml chloroform were reacted for 12 hrs. The mass spectrum showed the 5-fold adducts at m/e 1779.0 ... interactions which could hamper the ligation reaction. A descriptive example for the synthesis of pol-ymers offering the variability for independent ligation reactions based on the DARinv with dienophile...
... language of statutes. Some characteristics of this French are still found in modern legal English: addition of initial e to words; addition of –ee to 10period of time. The main source of law ... determines the structure of the legal system of that document as well as the legal language of that system. The language of the law of any legal system is typically formulaic, archaic, and at ... 247), or for the discoveryof ‘mismatches’ between the TT and the ST on the same three levels.2.1.2. Operation of the modelA key concept in the operation of House’s model is the context of situation...
... STRAIN CONSOLIDATION TEST FOR COHESIVE SOIL LAM CHEE SIANG A thesis submitted in fulfilment of the requirements for the award of the degree of Master of Engineering (Geotechnics) ... Coefficient of Consolidation (cv) for Kaolin Remoulded Soil 69 4.8 Coefficeint of Consolidation (cv) for Gemas Remoulded Soil 69 4.9 Coefficient of Consolidation (cv) for Air Papan ... Page of the Winhost Programme for Collecting Data System 48 3.12 Schematic Arrangement of Control System for Constant Rate of Strain Consolidation Tests 49 3.13 Channel Configuration for...
... SENTENCESFOR CORRECTION The sentences in this excrcise are ‘genuine’ ones; every one of them was written at some time by a foreign student learning English. The mistakes, therefore, ... Range is famous as well for the general sight you obtain from the top of its peak as for the numerous little villages crouched in the wrinkles of its flanks. 9. The ascension of the mourialn was ... were deprived from playing games for a week. 6. A fair amount of the scholars liked the class. 7. I visted a part of the Vosges mountains which possess a selection of splendid sceneries. 6. Truong...