* 概要 [#i4d734ce]
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.

* 進め方 [#rbc6fb43]

esa にまとめた近況報告を会の最初に10〜20分程度でレビューし、その後、論文紹介または進捗報告を持ち回りで行う。

- ''近況報告'': 参加者は、研究会開始までに esa に近況(会のメンバーと共有したい出来事・必ずしも研究関連でなくてもよい)を数行でまとめる。メンバー全員で簡単にレビューする。
- ''論文紹介'': 読んで面白かった論文 or 研究会メンバーが知っておくべき論文を紹介する。
- ''進捗報告'': 自らの研究について、まとまった時間(発表20分)のプレゼンテーションを行い、今後の方向性について議論を行う。

* 2017年度 後期 [#u05fcbdf]
- 日時: 毎週木曜日 13:00-
:主な参加者|松田,田,乾,代勤,鈴木,佐々木(翔),塙,ディアナ, 中村,伊藤,吉成

// * 2017年度 前期 [#u05fcbdf]
// - 日時: 毎週木曜日 13:00-
// :主な参加者|岡崎,松田,田,乾,代勤,冉,鈴木,佐々木(翔),塙,ディアナ

- esa: [[閲覧:https://io-lab.esa.io/#path=%2F%E7%9F%A5%E8%AD%98%E7%8D%B2%E5%BE%97%E7%A0%94%E7%A9%B6%E4%BC%9A]] [[投稿:https://io-lab.esa.io/posts/new?template_post_id=337]]


* 予定・記録 [#h5403093]

- 03/08 (木) 13:00- 言語処理学会発表準備
-- 佐々翔: &handref(2017/practice-talk/practice-talk-20180308-sasaki.shota.pdf,内部資料); 
-- 中村: &handref(2017/k-acquisition/k-acquisition-20180308-nakamura.pdf,内部資料); 
-- 伊藤: &handref(2017/k-acquisition/k-acquisition-20180308-t-ito.pdf,内部資料);

- 03/02 (金) 14:40- (日程注意)
-- 吉成:
-- 佐々翔: Artetxe et al. Learning bilingual word embeddings with (almost) no bilingual data. ACL2017 &handref(2017/k-acquisition/k-acquisition-20180302-sasaki.shota.pdf,論文(メモ付き)); &handref(2017/k-acquisition/k-acquisition-20180302-2-sasaki.shota.pdf,スライド); 

- 02/22 (木) 13:00- 
-- 鈴木: Ikuya Yamada, Hiroyuki Shindo, Hideaki Takeda, Yoshiyasu Takefuji. Learning Distributed Representations of Texts and Entities from Knowledge Base. TACL 2017 [[論文>https://arxiv.org/abs/1705.02494]] [[ささやかなメモ>https://io-lab.esa.io/posts/1362]]

- 02/15 (木) 13:00- 
-- ぉゃすみ

- 02/09 (金) 15:00- 
-- 塙:論文紹介: Maxwell Forbes, Yejin Choi. VERB PHYSICS: Relative Physical Knowledge of Actions and Objects. ACL 2017, [[paper>http://www.aclweb.org/anthology/P17-1025]] [[著者スライド>http://maxwellforbes.com/data/research/publications/forbes2017verb/slides.pdf]] [[デモ>https://uwnlp.github.io/verbphysics/]]
-- 伊藤: 論文紹介: Chen, et al. Enhanced LSTM for Natural Language Inference. ACL 2017, [[paper>http://www.aclweb.org/anthology/P17-1152]] [[SlideShare>https://www.slideshare.net/aclanthology/qian-chen-2017-enhanced-lstm-for-natural-language-inference]] [[esa>https://io-lab.esa.io/posts/1322]]

- 02/01 (木) 13:00- 
-- 松田: 論文紹介: Omer Levy, Minjoon Seo, Eunsol Choi, Luke Zettlemoyer. Zero-Shot Relation Extraction via Reading Comprehension. CoNLL 2017, [[paper>http://www.aclweb.org/anthology/K17-1034]] &handref(2017/k-acquisition/k-acquisition-20180131-matsuda.pdf,著者スライド(をPDF化したもの));

- 01/18 (木) 13:00- 
-- 代勤: &handref(2017/k-acquisition/k-acquisition-20180118-Daiqin.pdf,内部資料);  
-- 松田: 

- 01/11 (木) 13:00- 
-- 言語処理学会ドラフト検討会
--- 鈴木:
--- 中村:
--- 佐々翔: 

- 12/14 (木) 13:00- 
-- 吉成: 進捗 &handref(2017/k-acquisition/k-acquisition-20171214-yoshinari.pdf,内部資料); 

- 12/7 (木) 13:00- 
-- ディアナ: Temporal Information Extraction from Clinical Text 進捗 &handref(2017/k-acquisition/k-acquisition-20171207-dianags.pdf,内部資料); 
-- 中村: &handref(2017/k-acquisition/k-acquisition-20171207-nakamura.pdf,内部資料); 

- 11/30 (木) 13:00-
-- 伊藤: 
--- &handref(2017/k-acquisition/k-acquisition-20171130-t-ito.pdf,内部資料); 
--- DLPaper2Code: Auto-generation of Code from Deep Learning Research Papers [[paper>https://arxiv.org/abs/1711.03543]]
-- 松田:
// 吉成さんはインターン(〜12/1)

- 11/24 (金) 10:30-
-- お休み

- 11/16 (木) 13:00- 
-- 田: 論文紹介: Qizhe Xie, Xuezhe Ma, Zihang Dai, Eduard Hovy. An Interpretable Knowledge Transfer Model for Knowledge Base Completion. ACL 2017 [[paper>http://aclweb.org/anthology/P/P17/P17-1088.pdf]]

- 11/9 (木) 13:00- 
-- 松田: 与太話
-- 塙: &handref(2017/k-acquisition/k-acquisition-20171109-hanawa.pdf,内部資料);

- 11/2 (木) 13:00- 
-- お休み

- 10/26 (木) 13:00- 
-- 鈴木: 論文輪読 Shuohang Wang et al.. R3: Reinforced Reader-Ranker for Open-Domain Question Answering. 2017 &handref(2017/k-acquisition/k-acquisition-20171026-m-suzuki.pdf,内部資料); 

- 10/20 (金) 14:40- 
-- 代勤:
-- ディアナ: 進捗 : &handref(2017/k-acquisition/k-acquisition-20171020-dianags.pdf,内部資料); 

- 10/13 (金) 14:40- 
-- 伊藤:進歩 &handref(2017/k-acquisition/k-acquisition-20171013-t-ito.pdf,内部資料); 
-- 吉成:進捗 [[内部資料:http://www.cl.ecei.tohoku.ac.jp/local/handouts/2017/k-acquisition/k-acquisition-20171013-yoshinari.pdf]]

- 10/6 (金) 14:40-
-- 田: 論文紹介 [[内部資料:https://io-lab.esa.io/posts/956]]
-- 松田: Bhavana Dalvi Mishra, Niket Tandon and Peter Clark. Domain-Targeted, High Precision Knowledge Extraction. TACL 2017
--- [[論文:https://pdfs.semanticscholar.org/9994/cb04a3980f4536c8afa8f3a3c4757e5de652.pdf?_ga=2.103026240.1747229659.1507262182-299789055.1485498728]] [[内部資料:https://io-lab.esa.io/posts/919]]

- 9/28 (木) 13:00- 
-- 塙: Pengfei Liu, Xipeng Qiu, Xuanjing Huang. Adversarial Multi-task Learning for Text Classification. ACL 2017. [[paper:http://aclweb.org/anthology/P/P17/P17-1001.pdf]] [[内部資料:https://io-lab.esa.io/posts/907]]
-- 中村: Zhi-Hong Deng, Hongliang Yu, and Yunlun Yang. Identifying sentiment words using an optimization model with L1 regularization. AAAI 2016. [[paper:https://www.aaai.org/ocs/index.php/AAAI/AAAI16/paper/view/11849/11572]] [[内部資料:https://io-lab.esa.io/posts/903]]

- 9/21 (木) 13:00- 
-- 鈴木: Teng Long, Emmanuel Bengio, Ryan Lowe, Jackie Chi Kit Cheung and Doina Precup. World Knowledge for Reading Comprehension: Rare Entity Prediction with Hierarchical LSTMs Using External Descriptions. EMNLP 2017. [[paper:http://aclweb.org/anthology/D17-1086]] [[内部資料:https://io-lab.esa.io/posts/876]]
-- 松田:Luheng He, Mike Lewis and Luke Zettlemoyer. Question-Answer Driven Semantic Role Labeling: Using Natural Language to Annotate Natural Language.  EMNLP 2015 [[paper:https://homes.cs.washington.edu/~lsz/papers/hlz-emnlp15.pdf]] [[著者スライド:https://homes.cs.washington.edu/~luheng/files/qasrl_slides.pdf]]

- 9/14 (木) 14:15- 
-- ディアナ: 進捗 : &handref(2017/k-acquisition/k-acquisition-20170914-dianags.pdf,内部資料); 
-- 松田:

- 9/7 (木) 13:00- 
-- 代勤:Machine Reading for Scientific Paper &handref(2017/k-acquisition/k-acquisition-20170907-Daiqin.pdf,内部資料); 

- 7/27(木) 13:00- 
-- 佐々木彬: ACL発表最終リハーサル (発表14分 質疑4分) &handref(2017/practice-talk/practice-talk-20170727-aki-s.pdf,スライド); &handref(2017/misc/misc-20170727-aki-s.txt,スクリプト); 

- 7/20(木) 13:00- 
-- 田:
-- 鈴木: Yusuke Watanabe, Bhuwan Dhingra, and Ruslan Salakhutdinov. Question Answering from Unstructured Text by Retrieval and Comprehension. arXiv. 2017. [[Paper:https://arxiv.org/abs/1703.08885]] [[内部資料:https://io-lab.esa.io/posts/716]]

- 7/13(木) 13:00- 
-- 佐々木彬: ACL発表練習 (発表14分 質疑4分) &handref(2017/practice-talk/practice-talk-20170713-aki-s.pdf,内部資料); 
-- 冉: &handref(2017/k-acquisition/k-acquisition-20170713-PDFangeltop1.pdf,内部資料); 

- 7/6(木) 13:00- 
-- 佐々翔: 話題提供 &handref(2017/k-acquisition/k-acquisition-20170706-sasaki.shota.pdf,内部資料); 
-- 松田: Data Programming: Creating Large Training Sets, Quickly, Alexander Ratner, Christopher De Sa, Sen Wu, Daniel Selsam, Christopher Ré, NIPS 2016 [[論文:https://arxiv.org/abs/1605.07723]] [[内部資料:https://io-lab.esa.io/posts/671]]

- 6/29 (木) 13:00-
-- 塙: 進捗:&handref(2017/k-acquisition/k-acquisition-20170629-hanawa.pdf,内部資料);

- 6/22 (木) 13:00-
-- 田: Jonathan Chan, Jordan Boyd-Grabe, Chong Wan, Sean Gerris, David M. Blei; Reading Tea Leaves: How Humans Interpret Topic Models. NIPS 2009 [[paper:https://www.umiacs.umd.edu/~jbg/docs/nips2009-rtl.pdf]]
-- 鈴木: Mohit Iyyer, Wen-tau Yih and Ming-Wei Chang. Search-based Neural Structured Learning for Sequential Question Answering. ACL 2017 (To apper) [[paper:https://cs.umd.edu/~miyyer/pubs/2017_acl_dynsp.pdf]] [[内部資料:https://io-lab.esa.io/posts/624]]

- 6/15 (木) 13:00-
// -- 田:
// -- %%鈴木%% (論文誌投稿締め切り日のため延期) 

- 6/8 (木) 13:00- 
-- 冉: &handref(2017/k-acquisition/k-acquisition-20170612-PDFangeltop1.pdf,内部資料); (修論予備審査発表練習)

- 5/26(金) 14:40-
-- 塙: Ye Zhang, Matthew Lease, Byron C. Wallace. Exploiting Domain Knowledge via Grouped Weight Sharing with Application to Text Categorization. ACL2017 [[memo:https://io-lab.esa.io/posts/562]] [[paper:https://arxiv.org/pdf/1702.02535.pdf]]
-- 松田: Open IE まとめ
--- Mausam, Open Information Extraction Systems and Downstream Applications, IJCAI 2016 (invited paper), [[Paper:https://homes.cs.washington.edu/~mausam/papers/ijcai16a.pdf]],  [[著者スライド:https://homes.cs.washington.edu/~mausam/papers/ijcai16-earlycareer.pdf]]
--- ''ReVerb'': Anthony Fader, Stephen Soderland, and Oren Etzioni, Identifying Relations for Open Information Extraction, EMNLP2011, [[Paper:http://turing.cs.washington.edu/papers/fader-emnlp2011.pdf]]
--- ''OLLIE'': Mausam, Michael Schmitz, Robert Bart, Stephen Soderland, and Oren Etzioni, Open Language Learning for Information Extraction, EMNLP2012, [[Paper:https://homes.cs.washington.edu/~mausam/papers/emnlp12a.pdf]]
--- その他:  Stanford Open IE: [[論文:http://www.aclweb.org/anthology/P15-1034]] /  ClausIE [[論文:https://pdfs.semanticscholar.org/34ba/24f51f8e1f15b9345382c3c3917a08b20325.pdf]] /  RelNoun [[論文:http://www.akbc.ws/2016/papers/20_Paper.pdf]]

- 5/11(木) 13:00-
-- 鈴木: Danqi Chen, Adam Fisch, Jason Weston & Antoine Bordes. Reading Wikipedia to Answer Open-Domain Questions. ACL 2017 (To appear).  &handref(2017/k-acquisition/k-acquisition-20170511-m-suzuki.pdf,Slides); [[Paper:https://arxiv.org/abs/1704.00051]]
-- 佐々翔: NL研発表練習 (16:00〜) 

- 4/27(木) 13:00-
-- 代勤: Gupta, Pankaj, and Bernt Andrassy. "Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation Extraction." Proceedings of COLING, 2016.Paper: &handref(2017/k-acquisition/k-acquisition-20170427-Daiqin1.pdf,内部資料); Slides: &handref(2017/k-acquisition/k-acquisition-20170427-Daiqin.pdf,内部資料); 
-- 冉: &handref(2017/k-acquisition/k-acquisition-20170427-PDFangeltop1.pdf,内部資料); 

- 4/20(木) 13:00-
-- 田: &handref(2017/k-acquisition/k-acquisition-20170420-tianran.pdf,類義と共起のもつれ); 

- 4/13(木) 13:00-
-- 松田: キックオフ &handref(2017/k-acquisition/k-acquisition-20170413-matsuda.pdf,内部資料); 
--- 田: 研究紹介
--- 塙: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20170413-hanawa.pdf,内部資料);
--- 鈴木: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20170413-m-suzuki.pdf,内部資料);
--- 冉: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20170413-PDFangeltop1.pdf,内部資料); 
* 参考文献 [#aed43b57]

** チュートリアル・招待講演 [#pbf793c8]
- 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 [#ib8f2c24]
- 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 [#bc795e10]
- 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 [#ze689fd9]
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 [#obf2ab24]

- 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 [#d1783c24]
- 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

* 過去の記録 [#se349473]
- [[2016年度>./2016]]
- [[2015年度>./2015]]
- [[2014年度>./2014]]
- [[2013年度>./2013]]
- [[2012年度>./2012]]
- [[2011年度>./2011]]
- [[2016年度>../2016]]
- [[2015年度>../2015]]
- [[2014年度>../2014]]
- [[2013年度>../2013]]
- [[2012年度>../2012]]
- [[2011年度>../2011]]

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