Constraint-Based Open-Domain Question Answering Using Knowledge Graph Search
We introduce a highly scalable approach for open-domain question answering with no dependence on any logical form to surface form mapping data set or any linguistic analytic tool such as POS tagger or named entity recognizer. We define our approach under the Constrained Conditional Models framework...
Saved in:
| Published in | Text, Speech, and Dialogue pp. 28 - 36 |
|---|---|
| Main Authors | , |
| Format | Book Chapter |
| Language | English |
| Published |
Cham
Springer International Publishing
|
| Series | Lecture Notes in Computer Science |
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | We introduce a highly scalable approach for open-domain question answering with no dependence on any logical form to surface form mapping data set or any linguistic analytic tool such as POS tagger or named entity recognizer. We define our approach under the Constrained Conditional Models framework which lets us scale to a full knowledge graph with no limitation on the size. On a standard benchmark, we obtained competitive results to state-of-the-art in open-domain question answering task. |
|---|---|
| AbstractList | We introduce a highly scalable approach for open-domain question answering with no dependence on any logical form to surface form mapping data set or any linguistic analytic tool such as POS tagger or named entity recognizer. We define our approach under the Constrained Conditional Models framework which lets us scale to a full knowledge graph with no limitation on the size. On a standard benchmark, we obtained competitive results to state-of-the-art in open-domain question answering task. |
| Author | Aghaebrahimian, Ahmad Jurčíček, Filip |
| Author_xml | – sequence: 1 givenname: Ahmad surname: Aghaebrahimian fullname: Aghaebrahimian, Ahmad email: Ebrahimian@ufal.mff.cuni.cz organization: Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics, Charles University in Prague, Praha 1, Czech Republic – sequence: 2 givenname: Filip surname: Jurčíček fullname: Jurčíček, Filip email: Jurcicek@ufal.mff.cuni.cz organization: Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics, Charles University in Prague, Praha 1, Czech Republic |
| BookMark | eNpNkMFOAjEQhqtiIiJP4GVfoDp1tnR7REQ0khCjnJsuncIqtmS7hte3oAcvM5lvksk_3yXrhRiIsWsBNwJA3WpVceQoNC-lFMClKU_YMFPM7IjkKeuLkRAcsdRn_3egdY_1AeGOa1XiBRum9AEAQqHCSvfZfBJD6lrbhI7f20SuWOwo8If4lVHx-k2pa2IoxiHtqW3CulimQ30Jcb8lt6Zi1trdpngj2642V-zc222i4V8fsOXj9H3yxOeL2fNkPOdJaNXxHNlSRSRsiU4pqaF02iOtNDiqRgq8w5GX2sqaag-WvBNegswzYqVqHDDxezftDpmoNXWMn8kIMAdjJv9v0GQD5qjHZGP4A01DW9o |
| ContentType | Book Chapter |
| Copyright | Springer International Publishing Switzerland 2016 |
| Copyright_xml | – notice: Springer International Publishing Switzerland 2016 |
| DOI | 10.1007/978-3-319-45510-5_4 |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering Computer Science |
| EISBN | 9783319455105 3319455109 |
| EISSN | 1611-3349 |
| Editor | Pala, Karel Horák, Aleš Kopeček, Ivan Sojka, Petr |
| Editor_xml | – sequence: 1 givenname: Petr surname: Sojka fullname: Sojka, Petr email: sojka@fi.muni.cz – sequence: 2 givenname: Aleš surname: Horák fullname: Horák, Aleš email: hales@fi.muni.cz – sequence: 3 givenname: Ivan surname: Kopeček fullname: Kopeček, Ivan email: kopecek@fi.muni.cz – sequence: 4 givenname: Karel surname: Pala fullname: Pala, Karel email: pala@fi.muni.cz |
| EndPage | 36 |
| GroupedDBID | -DT -GH -~X 1SB 29L 2HA 2HV 5QI 875 AASHB ABMNI ACGFS ADCXD AEFIE ALMA_UNASSIGNED_HOLDINGS EJD F5P FEDTE HVGLF LAS LDH P2P RIG RNI RSU SVGTG VI1 ~02 |
| ID | FETCH-LOGICAL-s197t-551ae8ee1a43d775904d9f3ec90de8670fd36f59a5bebf0aefd1f505a5b3387b3 |
| ISBN | 9783319455099 3319455095 |
| ISSN | 0302-9743 |
| IngestDate | Tue Oct 01 19:58:47 EDT 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-s197t-551ae8ee1a43d775904d9f3ec90de8670fd36f59a5bebf0aefd1f505a5b3387b3 |
| PageCount | 9 |
| ParticipantIDs | springer_books_10_1007_978_3_319_45510_5_4 |
| PublicationPlace | Cham |
| PublicationPlace_xml | – name: Cham |
| PublicationSeriesSubtitle | Lecture Notes in Artificial Intelligence |
| PublicationSeriesTitle | Lecture Notes in Computer Science |
| PublicationSeriesTitleAlternate | Lect.Notes Computer |
| PublicationSubtitle | 19th International Conference, TSD 2016, Brno , Czech Republic, September 12-16, 2016, Proceedings |
| PublicationTitle | Text, Speech, and Dialogue |
| Publisher | Springer International Publishing |
| Publisher_xml | – name: Springer International Publishing |
| RelatedPersons | Kleinberg, Jon M. Mattern, Friedemann Naor, Moni Mitchell, John C. Terzopoulos, Demetri Steffen, Bernhard Pandu Rangan, C. Kanade, Takeo Kittler, Josef Weikum, Gerhard Hutchison, David Tygar, Doug |
| RelatedPersons_xml | – sequence: 1 givenname: David surname: Hutchison fullname: Hutchison, David organization: Lancaster University, Lancaster, United Kingdom – sequence: 2 givenname: Takeo surname: Kanade fullname: Kanade, Takeo organization: Carnegie Mellon University, Pittsburgh, USA – sequence: 3 givenname: Josef surname: Kittler fullname: Kittler, Josef organization: University of Surrey, Guildford, United Kingdom – sequence: 4 givenname: Jon M. surname: Kleinberg fullname: Kleinberg, Jon M. organization: Cornell University, Ithaca, USA – sequence: 5 givenname: Friedemann surname: Mattern fullname: Mattern, Friedemann organization: CNB H 104.2, ETH Zurich, Zürich, Switzerland – sequence: 6 givenname: John C. surname: Mitchell fullname: Mitchell, John C. organization: Stanford, USA – sequence: 7 givenname: Moni surname: Naor fullname: Naor, Moni organization: Weizmann Institute of Science, Rehovot, Israel – sequence: 8 givenname: C. surname: Pandu Rangan fullname: Pandu Rangan, C. organization: Madras, Indian Institute of Technology, Chennai, India – sequence: 9 givenname: Bernhard surname: Steffen fullname: Steffen, Bernhard organization: Fakultät Informatik, TU Dortmund, Dortmund, Germany – sequence: 10 givenname: Demetri surname: Terzopoulos fullname: Terzopoulos, Demetri organization: University of California, Los Angeles, USA – sequence: 11 givenname: Doug surname: Tygar fullname: Tygar, Doug organization: University of California, Berkeley, USA – sequence: 12 givenname: Gerhard surname: Weikum fullname: Weikum, Gerhard organization: Max Planck Institute for Informatics, Saarbrücken, Germany |
| SSID | ssj0001737389 ssj0002792 |
| Score | 2.0840461 |
| Snippet | We introduce a highly scalable approach for open-domain question answering with no dependence on any logical form to surface form mapping data set or any... |
| SourceID | springer |
| SourceType | Publisher |
| StartPage | 28 |
| SubjectTerms | Constrained conditional models Knowledge graph Question answering Vector representation |
| Title | Constraint-Based Open-Domain Question Answering Using Knowledge Graph Search |
| URI | http://link.springer.com/10.1007/978-3-319-45510-5_4 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Bb9MwFLa6cYIDMECAAPnAicgomeM4PnAodGMaZZdtaLfIiZ9pD23RmgqJX8-zHadZy2VcojSqGvd9yfPz5_e-R8j7YwmKa8GZakzK8uJYMZ1Dw7SRYIXObebbdH6_KM6u8_MbcTMa2UHW0qatPzZ__llX8j-o4jXE1VXJ3gPZ_kfxAp4jvnhEhPG4E_zepVkDwF3KxuUvgNDPyWcVzwMb0wP5c6bd3vBsvpgHrnM8W2jTJ85sbn04OfEb5pNwDt5DnjqmZfhEud6evqNEyz7j3GcSl4zCJqsFXko8ceoepfFy_dvLGyYhG-FbJO2Sr04bO7ncsmfORrD-NO22MS5Wrc8OS2Knieh49ljIHR5zS6XdWbZyfO9dNXVojRTLt9A14-ImeDsI3rhwGos8aJpGD1sO5uqgnbI3CwwTP1yRFt4LZxtR5QfkQCr0gw_GJ-fTH1suTjp9J9XP4E5UMew-hSG5mqA4ZBFUm7Z_oZeyCmrFO3fc22D3ccvVE_LI1bJQV2SCBntKRrA8Io-jfWln3yPycCBL-YxMd5GmA6RpRJr2SFOPNO2Rph5pGpB-Tq5PT66-nLGu6wZbZ0q2DEeuoQTIdM6NlEKluVGWQ6NSA2UhU2t4YYXSoobaphqsySzG0fiZ81LW_AU5XK6W8JLQvCkx2tG4ZneykAWGBbJopDGW1zJTAl6RD9E4lXuP1lUU0UZLVrxCS1bekhVa8vV9vvyGHLa3G3iLAWNbv-vw_gsd9mQ6 |
| link.rule.ids | 782,783,787,796,27939 |
| linkProvider | Library Specific Holdings |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=bookitem&rft.title=Text%2C+Speech%2C+and+Dialogue&rft.au=Aghaebrahimian%2C+Ahmad&rft.au=Jur%C4%8D%C3%AD%C4%8Dek%2C+Filip&rft.atitle=Constraint-Based+Open-Domain+Question+Answering+Using+Knowledge+Graph+Search&rft.series=Lecture+Notes+in+Computer+Science&rft.pub=Springer+International+Publishing&rft.isbn=9783319455099&rft.issn=0302-9743&rft.eissn=1611-3349&rft.spage=28&rft.epage=36&rft_id=info:doi/10.1007%2F978-3-319-45510-5_4 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0302-9743&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0302-9743&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0302-9743&client=summon |