* 概要 [#k90a3e8b]
知識獲得に関して,自分の研究の相談を行ったり,みんなで論文を読み,議論を行います.

* 2014年度 [#zf8a104e]
:日時|毎週火曜日 15:00-
:主な参加者|岡崎,田,高瀬,代勤,貴大,田中,スミット,小松


* 予定・記録 [#k8d608e0]

- 2/25(水): 14:00-
-- 小松: 卒論発表会練習 &handref(2014/k-acquisition/k-acquisition-20150225-h-komatsu.pdf,内部資料); 
-- スミット:卒論発表会練習 &handref(2014/k-acquisition/k-acquisition-20150225-sumit.pdf,内部資料);

- 2/16(月): 10:30-
-- 代勤: Slides&handref(2014/k-acquisition/k-acquisition-20150216-Daiqin.pdf,内部資料);  paper1&handref(2014/k-acquisition/k-acquisition-20150216-Daiqin1.pdf,内部資料);  paper2 &handref(2014/k-acquisition/k-acquisition-20150216-Daiqin3.pdf,内部資料);  

- 2/9(月): 10:30-
-- スミット: AAAI summary &handref(2014/k-acquisition/k-acquisition-20150209-sumit.pdf,内部資料); 言語処理学会に提出した論文 &handref(2014/misc/misc-20150209-sumit.pdf,内部資料);

- 2/4(水): 10:30-
-- 高瀬: Omri Abend, Shay B. Cohen, Mark Steedman, Lexical Inference over Multi-Word Predicates: A Distributional Approach., ACL2014 &handref(2014/k-acquisition/k-acquisition-20150204-takase.pdf,内部資料);

- 1/26(月): 10:30-
-- 田中: 進捗報告: &handref(2014/k-acquisition/k-acquisition-20150126-tanaka.pdf,内部資料); 

- 1/22(木): 15:00-
-- 田: 進捗報告: &handref(2014/k-acquisition/k-acquisition-20150122-tianran.pdf,内部資料);
-- 小松: 進捗報告: &handref(2014/k-acquisition/k-acquisition-20150122-h-komatsu.pdf,内部資料);

- 1/14(水): 10:30-
-- 代勤: 進捗報告: &handref(2014/k-acquisition/k-acquisition-20150114-Daiqin.pdf,内部資料); 
-- 岡崎: 論文輪読: Jeffrey Pennington, Richard Socher, Christopher and D. Manning. (2014) GloVe: Global Vectors for Word Representation. EMNLP 2014, pages 1532–1543. [[論文:http://aclweb.org/anthology/D/D14/D14-1162.pdf]] &handref(2014/k-acquisition/k-acquisition-20150113-okazaki.pdf,内部資料);
-- 岡崎: [[進捗(内部only):http://www.cl.ecei.tohoku.ac.jp/local/?%E7%A0%94%E7%A9%B6%2F%E7%9F%A5%E8%AD%98%E7%8D%B2%E5%BE%97%2F%E6%88%90%E6%9E%9C%E7%89%A9]]
-- 岡崎: [[進捗(内部only):https://io-lab.esa.io/posts/198]]

- 1/5(月): 10:30-
-- 高瀬: 機能動詞の行列表現 &handref(2014/k-acquisition/k-acquisition-20150104-takase.pdf,内部資料);
-- スミット: 進捗報告 &handref(2014/k-acquisition/k-acquisition-20150105-sumit.pdf,内部資料);

- 12/22 (月)
-- 佐藤 : 進捗報告 &handref(2014/k-acquisition/k-acquisition-20141222-taka3355.pdf,内部資料);
-- 田中 : 論文輪読: Danqui Chen, Christopher D. Manning [[A Fast and Accurate Dependency Parser using Neural Networks:http://cs.stanford.edu/~danqi/papers/emnlp2014.pdf]] EMNLP2014 &handref(2014/k-acquisition/k-acquisition-20141222-tanaka.pdf,内部資料); 

- 12/15 (月)
--スミット: 進捗報告 &handref(2014/k-acquisition/k-acquisition-20141215-sumit.pdf,内部資料);
-- 小松 : 進捗報告  &handref(2014/k-acquisition/k-acquisition-20141215-h-komatsu.pdf,内部資料);

- 12/8 (月)
-- 田:進捗 Additive Compositionality of Logarithmic Context Vectors &handref(2014/k-acquisition/k-acquisition-20141208-tianran.pdf,内部資料);
-- 高瀬:論文輪読: Jonathan Berant, Vivek Srikumar, Pei-Chun Chen, Abby Vander Linden, Brittany Harding, Brad Huang, Peter Clark, Christopher D. Manning
. [[Modeling Biological Processes for Reading Comprehension:http://nlp.stanford.edu/pubs/berant-srikumar-manning-emnlp14.pdf]]. EMNLP 2014. &handref(2014/k-acquisition/k-acquisition-20141208-takase.pdf,内部資料);

- 12/3 (水)
-- 田中 : 進捗報告 &handref(2014/k-acquisition/k-acquisition-20141203-tanaka.pdf,内部資料); 

- 11/26(水)
--岡崎:論文輪読: Arvind Neelakantan, Jeevan Shankar, Alexandre Passos, Andrew McCallum. (2014) [[Efficient Non-parametric Estimation of Multiple Embeddings per Word in Vector Space:http://www.aclweb.org/anthology/D/D14/D14-1113.pdf]]. EMNLP-2014. &handref(2014/k-acquisition/k-acquisition-20141126-okazaki.pdf,内部資料);
--代勤:進捗報告: &handref(2014/k-acquisition/k-acquisition-20141126-Daiqin.pdf,内部資料);

- 11/17(月)
-- 小松:進捗報告 &handref(2014/k-acquisition/k-acquisition-20141117-h-komatsu.pdf,内部資料); 

- 11/10(月)
-- スミット:論文輪読 &handref(2014/k-acquisition/k-acquisition-20141110-sumit.pdf,内部資料);  http://clic.cimec.unitn.it/strudel/materials/strudel.pdf

- 11/7(金)
-- 高瀬:関係パタンの構成性の学習 &handref(2014/k-acquisition/k-acquisition-20141107-takase.pdf,内部資料);
-- 佐藤(貴):進捗報告 &handref(2014/k-acquisition/k-acquisition-20141107-taka3355.pdf,内部資料);

- 10/27(月)
-- 佐藤(貴):進捗報告&handref(2014/k-acquisition/k-acquisition-20141027-taka3355.pdf,内部資料);

- 10/20(月)
-- 代勤:論文輪読: Anselmo Peñas and Eduard Hovy. Filling Knowledge Gaps in Text for Machine Reading. Coling 2010.&handref(2014/k-acquisition/k-acquisition-20141020-Daiqin.pdf,論文); &handref(2014/k-acquisition/k-acquisition-20141020-Daiqin2.pdf,Slides);

- 10/16(水)
-- 小松:進捗報告 &handref(2014/k-acquisition/k-acquisition-20141016-h-komatsu.pdf,内部資料);

- 10/7(火)
-- スミット: 進捗報告  &handref(2014/k-acquisition/k-acquisition-20141020-sumit.pdf,内部資料);

- 9/26(金)
-- 高瀬: 論文輪読 D.Yogatama et al., Learning Word Representations with Hierarchical Sparse Coding. &handref(2014/k-acquisition/k-acquisition-20140926-takase.pdf,内部資料);

- 9/16(火)
-- 佐藤(貴): 進捗報告 &handref(2014/k-acquisition/k-acquisition-20140916-taka3355.pdf,内部資料);

- 7/23(水)
-- 佐藤(貴) : &handref(2014/k-acquisition/k-acquisition-20140723-taka3355.pdf,内部資料);

- 7/17(木)
-- 田
-- 高瀬: 論文輪読: Marco Baroni, Georgiana Dinu,German Kruszewski. Don’t count, predict!A systematic comparison of context-counting vs. context-predicting semantic vectors. ACL2014  &handref(2014/k-acquisition/k-acquisition-20140717-takase.pdf,内部資料);

- 7/8(火)
-- 岡崎: 論文輪読: Liwei Chen, Yansong Feng, Songfang Huang, Yong Qin, and Dongyan Zhao. Encoding Relation Requirements for Relation Extraction via Joint Inference. ACL-2014. [[論文:http://acl2014.org/acl2014/P14-1/pdf/P14-1077.pdf]] &handref(2014/k-acquisition/k-acquisition-20140708-okazaki.pdf,内部資料);

- 6/17(火)
-- 高瀬: 論文輪読 Tom Kwiatkowski, Eunsol Choi, Yoav Artzi, Luke Zettlemoyer. "Scaling Semantic Parsers with On-the-fly Ontology Matching" EMNLP2013. &handref(2014/k-acquisition/k-acquisition-20140617-takase.pdf,内部資料);

-- 田: 発表練習 &handref(2014/k-acquisition/k-acquisition-20140617-tianran.pdf,内部資料);

- 6/10(火)
-- 代勤: 進捗報告 &handref(2014/k-acquisition/k-acquisition-20140610-Daiqin.pdf,内部資料); 

- 5/27(火)
-- 岡崎: 進捗報告 Word2vecの高速化 &handref(2014/k-acquisition/k-acquisition-20140527-okazaki.pdf,内部資料);

- 5/13(火)
-- 代勤: 論文輪読 Kenneth Bloom, Navendu Garg and Shlomo Argamon. "Extracting Appraisal Expressions". NAACL HLT 2007. Slides: &handref(2014/k-acquisition/k-acquisition-20140513-Daiqin.pdf,内部資料); Paper: &handref(2014/k-acquisition/k-acquisition-20140513-Daiqin1.pdf,内部資料); 

- 4/22(火)
-- 高瀬: 進捗報告 &handref(2014/k-acquisition/k-acquisition-20140422-takase.pdf,内部資料);
- 4/17(木)
-- 岡崎・高瀬: イントロダクション  &handref(2014/k-acquisition/k-acquisition-20140501-takase.pdf,内部資料);


* 参考文献 [#n0b93d6f]

** チュートリアル・招待講演 [#r3272f90]
- Fabian M. Suchanek, Martin Theobald, Gerhard Weikum, Hady W. Lauw and Ralf Schenkel. [[Semantic Knowledge Bases from Web Sources:http://ijcai-11.iiia.csic.es/files/proceedings/IJCAI-T5.pdf]]. IJCAI 2011.
- Marius Pasca. [[Web-Based Open-Domain Information Extraction:http://www.www2011india.com/tutorialstr34.html]]. WWW 2011.
- Hans Uszkoreit. [[Learning Relation Extraction Grammars with Minimal Human Intervention: Strategy, Results, Insights and Plans:http://www.springerlink.com/content/273337265v473448/]]. CICling 2011.
- Oren Etzioni. [[Machine Reading at Web Scale:http://videolectures.net/wsdm08_etzioni_mrws/]]. WSDM 2008.
- Tom Mitchell. [[Learning, Information Extraction and the Web:http://videolectures.net/ecml07_mitchell_lie/]]. PKDD 2007.

** 全般 [#kc1fa98d]
- Satoshi Sekine. [[Semantic Knowledge Discovery:http://nlp.cs.nyu.edu/sekine/presentations/JHU-tutorial.zip]].
- Oren Etzioni, Michele Banko, Stephen Soderland and Daniel S. Weld. [[Open Information Extraction from the Web:http://ai.cs.washington.edu/www/media/papers/tmpcLeDnr.pdf]]. Communications of the ACM, 2008.
- Andrew Carlson, Justin Betteridge, Richard C. Wang, Estevam R. Hruschka, Jr, Tom M. Mitchell. [[Coupled semi-supervised learning for information extraction:http://rtw.ml.cmu.edu/papers/carlson-wsdm10.pdf]], WSDM 2010.

** 固有表現抽出 [#ed7bca8b]
- Patrick Pantel and Deepak Ravichandran. [[Automatically Labeling Semantic Classes:http://acl.ldc.upenn.edu/hlt-naacl2004/main/pdf/144_Paper.pdf]]. HLT-NAACL '04.
- Patrick Pantel and Marco Pennacchiotti. [[Espresso: Leveraging Generic Patterns for Automatically Harvesting Semantic Relations:http://acl.ldc.upenn.edu/P/P06/P06-1015.pdf]]. Coling-ACL '06.
- Oren Etzioni, Michael Cafarella, Doug Downey, Ana-Maria Popescu, Tal Shaked, Stephen Soderland, Daniel S. Weld, and Alexander Yates. [[Unsupervised Named-Entity Extraction from the Web: An Experimental Study:http://www.cs.washington.edu/homes/etzioni/papers/knowitall-aij.pdf]]. Artificial Intelligence, 165(1), 91-134, 2005.
- Jun’ichi Kazama and Kentaro Torisawa. [[Exploiting Wikipedia as External Knowledge for Named Entity Recognition:http://aclweb.org/anthology-new/D/D07/D07-1073.pdf]]. EMNLP '07.
- Jun Suzuki and Hideki Isozaki. [[Semi-Supervised Sequential Labeling and Segmentation Using Giga-Word Scale Unlabeled Data:http://www.aclweb.org/anthology/P/P08/P08-1076.pdf]]. ACL '08.
- Lev Ratinov and Dan Roth. [[Design Challenges and Misconceptions in Named Entity Recognition:http://www.aclweb.org/anthology-new/W/W09/W09-1119.pdf]]. CoNLL '09.
- Jenny Rose Finkel and Christopher D. Manning. [[Nested Named Entity Recognition:http://aclweb.org/anthology-new/D/D09/D09-1015.pdf]]. ACL '09.
- Dan Wu, Wee Sun Lee, Nan Ye and Hai Leong Chieu. [[Domain adaptive bootstrapping for named entity recognition:http://aclweb.org/anthology-new/D/D09/D09-1158.pdf]]. EMNLP' 09.
- Ruihong Huang and Ellen Riloff. [[Inducing Domain-Specific Semantic Class Taggers from (Almost) Nothing:http://aclweb.org/anthology-new/P/P10/P10-1029.pdf]]. ACL '10.
- Jenny Rose Finkel and Christopher D. Manning. [[Hierarchical Joint Learning: Improving Joint Parsing and Named Entity Recognition with Non-Jointly Labeled Data:http://aclweb.org/anthology-new/P/P10/P10-1074.pdf]]. ACL '10.
- Stefan Rüd, Massimiliano Ciaramita, Jens Müller and Hinrich Schütze. [[Piggyback: Using Search Engines for Robust Cross-Domain Named Entity Recognition:http://www.ims.uni-stuttgart.de/~schuetze/piggyback11/piggyback11.pdf]]. ACL '11.

** エンティティ知識獲得 [#xe301fe5]
Marius Pasca, Dekang Lin, Jeffrey Bigham, Andrei Lifchits, Alpa Jain. [[Organizing and Searching the World Wide Web of Facts - Step One: the One-Million Fact Extraction Challenge:http://www.cs.cmu.edu/~acarlson/semisupervised/million-fact-aaai06.pdf]]. AAAI '06.

** 関係抽出 [#db9f2f03]

- Makoto Miwa and Rune Sætre and Yusuke Miyao and Jun’ichi Tsujii. [[A Rich Feature Vector for Protein-Protein Interaction Extraction from Multiple Corpora:http://aclweb.org/anthology-new/D/D09/D09-1013.pdf]], EMNLP '09.
- Yee Seng Chan and Dan Roth. [[Exploiting Syntactico-Semantic Structures for Relation Extraction:http://cogcomp.cs.illinois.edu/papers/ChanRo11.pdf]]. ACL '11.
- Anthony Fader, Stephen Soderland, and Oren Etzioni. [[Identifying Relations for Open Information Extraction:http://www.cs.washington.edu/homes/afader/bib_pdf/emnlp11.pdf]]. EMNLP '11.

** 含意・因果関係 [#q9ec604f]
- Jonathan Berant, Ido Dagan, Jacob Goldberger. [[Learning Entailment Relations by Global Graph Structure Optimization:http://www.mitpressjournals.org/doi/abs/10.1162/COLI_a_00085]], Computational Linguistics, Vol. 38, No. 1, Pages 73-111, March 2012.
- Oren Etzioni, Anthony Fader, Janara Christensen, Stephen Soderland, and Mausam. [[Open Information Extraction: The Second Generation:http://www.aaai.org/ocs/index.php/IJCAI/IJCAI11/paper/viewFile/3353/3408]], AAAI 2011.
- Rajat Raina, Andrew Y. Ng, and Christopher D. Manning. [[Robust textual inference via learning and abductive reasoning:http://dl.acm.org/citation.cfm?id=1619510]], AAAI '05.
- Nathanael Chambers and Daniel Jurafsky. [[Unsupervised Learning of Narrative Event Chains:http://www.stanford.edu/~jurafsky/narrative-chains08.pdf]], ACL '08.
- Stefan Schoenmackers and Oren Etzioni and Daniel S. Weld and Jesse Davis. [[Learning first-order Horn clauses from web text:http://aclweb.org/anthology-new/D/D10/D10-1106.pdf]]. EMNLP '10.
- Mark Sammons, V. G. Vinod Vydiswaran and Dan Roth. [["Ask not what Textual Entailment can do for You...":http://l2r.cs.uiuc.edu/~danr/Papers/SammonsVyRo10.pdf]]. ACL '10.
- Jonathan Berant, Ido Dagan, and Jacob Goldberger. [[Global learning of focused entailment graphs:http://www.aclweb.org/anthology/P/P10/P10-1124.pdf]]. ACL' 10.
- Raphael Hoffmann, Congle Zhang, Xiao Ling, Luke Zettlemoyer, and Daniel S. Weld. [[Knowledge-Based Weak Supervision for Information Extraction of Overlapping Relations:http://www.cs.washington.edu/homes/lsz/papers/hzlzw-acl2011.pdf]]. ACL' 11.
- Jonathan Berant, Ido Dagan and Jacob Goldberger. [[Global Learning of Typed Entailment Rules:http://www.cs.tau.ac.il/~jonatha6/homepage_files/publications/ACL11.pdf]]. ACL' 11.
- Andrew Carlson, Justin Betteridge, Bryan Kisiel, Burr Settles, Estevam R. Hruschka Jr., and Tom M. Mitchell. 2010. [[Toward an architecture for neverending language learning:http://www.cs.cmu.edu/~acarlson/papers/carlson-aaai10.pdf]]. AAAI 2010.
- Peter LoBue and Alexander Yates. [[Types of Common-Sense Knowledge Needed for Recognizing Textual Entailment:http://www.cis.temple.edu/~yates/papers/2011-acl-world-knowledge-for-rte.pdf]]. ACL 2011.
- Quang Xuan Do, Yee Seng Chan, and Dan Roth. [[Minimally Supervised Event Causality Identification:http://cogcomp.cs.illinois.edu/papers/DoChaRo11.pdf]], EMNLP 2011.
- Chikara Hashimoto, Kentaro Torisawa, Kow Kuroda, Masaki Murata, and Jun'ichi Kazama. [[Large-Scale Verb Entailment Acquisition from the Web:http://www.aclweb.org/anthology/D/D09/D09-1122.pdf]], EMNLP 2009

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