FrontPage / SIG Knowledge Acquisition

* 概要 [#g4050735]
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 [#jf01c378]

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。
-- 論文紹介を行う場合,事前に #_random に告知することを推奨します.
- ''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。

* 2018年度 後期 [#he7adfaf]
- 日時: 毎週火曜日 14:40- 
:主な参加者|松田,乾,代勤,鈴木m,佐々木,塙,ディアナ, 中村,伊藤,吉成,佐藤拓

- esa: [[閲覧:https://io-lab.esa.io/#path=%2FSeminars%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 [#fb76ba8c]

- 3/5 (火) 14:40- ??
-- ディアナ:
-- 吉成:

- 2/26 (火) 14:40- ??
-- 伊藤:
-- 鈴木m:


- 2/19 (火) 14:40- ??
-- 中村:
-- 佐藤拓:

- 2/12 (火) 14:40- ??
-- 塙: Discovery of natural language concepts in individual units. ICLR 2019. [[paper:https://openreview.net/forum?id=S1EERs09YQ]]
-- 松田: みんなで Open IE の勉強をしましょう
--- 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]]
--- まとめ [[Open Information Extraction (OpenIE) and Open Relation Extraction (ORE) papers and data.:https://github.com/NPCai/Open-IE-Papers]]
--- Mingming Sun, Xu Li, Ping Li. EMNLP 2018 Logician and Orator: Learning from the Duality between Language and Knowledge in Open Domain [[paper:http://aclweb.org/anthology/D18-1236]]

- 1/15 (火) 14:40-
-- NLP2019 原稿レビュー(希望者のみ)

- 1/8 (火) 14:40-
-- 佐々木: 近況 [[内部資料(esa):https://io-lab.esa.io/posts/1939]]
-- 吉成: 料理レシピに対する代替食材推薦タスク[[内部資料(esa):https://io-lab.esa.io/posts/1937]]

- 12/18 (火) 14:40-
-- 鈴木m: EMNLP2018のおもしろQA論文2選 [[内部資料:https://io-lab.esa.io/posts/1914]]
-- ディアナ:  Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering, EMNLP 2018 &handref(2018/k-acquisition/k-acquisition-20181218-dianags.pdf,内部資料); 

- 12/11 (火) 14:40-
-- 佐藤拓: [[内部資料:https://io-lab.esa.io/posts/1904]]
-- 伊藤: [[内部資料:https://scrapbox.io/tohoku-nlp/%E5%90%8C%E4%B8%80%E8%A8%80%E8%AA%9E%E5%86%85%E3%81%A7%E3%81%AE%E7%94%9F%E6%88%90%E7%B3%BB]]

- 12/04 (火) 14:40-
-- 中村: [[内部資料:https://io-lab.esa.io/posts/1891]]
-- 松田: 

- 11/27 (火) 14:40-
-- 塙: [[内部資料:https://io-lab.esa.io/posts/1871]]
-- 伊藤:  [[内部資料:https://io-lab.esa.io/posts/1867]]

- 11/20 (火) 14:40-
-- 佐々木: (Cross-lingual) Embedding ✕ EMNLP2018(++) のサーベイ (in progress) [[内部資料:https://io-lab.esa.io/posts/1859]]
-- 吉成: 手順文書の構造表現 &handref(2018/k-acquisition/k-acquisition-20181120-yoshinari.pdf,内部資料);

- 11/13 (火) 14:40-
-- ディアナ: 

- 11/6 (火) 14:40-
-- 鈴木m: 質問応答データセットのサーベイ (in progress) [[内部資料:https://io-lab.esa.io/posts/1829]]
-- 代勤: SCIDOCA 発表練習 &handref(2018/k-acquisition/k-acquisition-20181106-Daiqin.pdf,内部資料); 

- 10/30 (火) 16:20-
-- 中村: IBIS ポスター発表練習 &handref(2018/k-acquisition/k-acquisition-20181030-nakamura.pdf,内部資料); 

- 10/26 (金) 14:40- 
-- 松田 論文紹介
--- Do Language Models Have Common Sense?, ICLR 2019 (under review) [[論文:https://openreview.net/pdf?id=rkgfWh0qKX]] [[参考:https://arxiv.org/abs/1806.02847v1]] 
-- 佐藤拓 進捗等報告 &handref(2018/k-acquisition/k-acquisition-20181026-takumi.sato.pdf,内部資料);

- 10/16 (火) 16:20- 
-- 伊藤 進捗等報告 &handref(2018/k-acquisition/k-acquisition-20181026-t-ito.pdf,内部資料); 
-- 塙 Qiaozi Gao, Shaohua Yang, Joyce Y. Chai and Lucy Vanderwende. What Action Causes This? Towards Naive Physical Action-Effect Prediction. ACL2018. [[original paper:http://aclweb.org/anthology/P18-1086]]

- 10/9 (火) 16:20-
-- 佐々木 進捗報告(モデル削減と未知語対応に向けた単語分散表現の再構築) &handref(2018/k-acquisition/k-acquisition-20181009-sasaki.shota.pdf,内部資料);
-- ディアナ Joël Legrand, Yannick Toussaint, Chedy Raïssi and Adrien Coulet. Syntax-based Transfer Learning for the Task of Biomedical Relation Extraction. LOUHI 2018 [[original paper:https://hal.inria.fr/hal-01869071/document]] &handref(2018/k-acquisition/k-acquisition-20181009-dianags.pdf,内部資料);

- 10/1 (月) 16:20-
-- 鈴木m: Christian Buck et al.. Ask the Right Questions: Active Question Reformulation with Reinforcement Learning. ICLR 2018. [[arXiv:https://arxiv.org/abs/1705.07830]] [[内部資料(esa):https://io-lab.esa.io/posts/1753]]
-- 吉成 Semih Yagcioglu, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis. 
RecipeQA: A Challenge Dataset for Multimodal Comprehension of Cooking Recipes. EMNLP2018. [[original paper:https://arxiv.org/abs/1809.00812]] &handref(2018/k-acquisition/k-acquisition-20181001-yoshinari.pdf,内部資料); 

- 9/25 (火) 16:20-
-- 中村:進捗報告 &handref(2018/k-acquisition/k-acquisition-20180925-nakamura.pdf,内部資料);

- 9/10 (月) 16:20- 夏休みのまとめ
-- 松田: 知識ベースの夏 [[内部資料(esa)>https://io-lab.esa.io/posts/1695]]
-- ディアナ: &handref(2018/k-acquisition/k-acquisition-20180910-dianags.pdf,内部資料);
-- 鈴木m [[内部資料(esa)>https://io-lab.esa.io/posts/1696]]
-- 佐々木 [[内部資料(esa)>https://io-lab.esa.io/posts/1697]]
-- 塙 [[内部資料(esa)>https://io-lab.esa.io/posts/1699/]]
-- 中村 [[内部資料(esa)>https://io-lab.esa.io/posts/1698/]]

- 7/30 (月) 16:20-
-- 伊藤
-- 塙 Sudha Rao, Hal Daume III. Learning to Ask Good Questions: Ranking Clarification Questions using
Neural Expected Value of Perfect Information. (ACL 2018) [[paper:http://aclweb.org/anthology/P18-1255]]

- 7/23 (月) 16:20-
-- ディアナ: 論文紹介  
--- CliCR: A Dataset of Clinical Case Reports for Machine Reading Comprehension &handref(2018/k-acquisition/k-acquisition-20180723-dianags.pdf,slides); [[original paper:https://arxiv.org/pdf/1803.09720.pdf]]

- 7/9 (月) 16:20-
-- 鈴木: 進捗(させるぞ)報告 &handref(2018/k-acquisition/k-acquisition-20180709-m-suzuki.pdf,内部資料); 

- 7/2 (月) 16:20-
-- 佐々翔: 論文紹介 
--- Danushka Bollegala, Kohei Hayashi, Ken-ichi Kawarabayashi. Think Globally, Embed Locally --- Locally Linear Meta-embedding of Words. (IJCAI 2018) [[arxiv:https://arxiv.org/abs/1709.06671]]
-- 松田: 大語彙関係抽出器の遠距離教師あり学習 (データ編) &handref(2018/k-acquisition/k-acquisition-20180702-matsuda.pdf,内部資料); 
--- Hady Elsahar, Pavlos Vougiouklis, Arslen Remaci, Christophe Gravier, Jonathon Hare, Elena Simperl, Frederique Lafores. T-REx: A Large Scale Alignment of Natural Language with Knowledge Base Triples. LREC 2018. [[paper:https://hadyelsahar.github.io/t-rex/paper.pdf]] &handref(2018/k-acquisition/k-acquisition-20180702-matsuda_2.pdf,slide);

- 6/25 (月) 16:20-
-- 吉成: 進捗報告 手続きの"まとまり"を捉えたい &handref(2018/k-acquisition/k-acquisition-20180625-yoshinari.pdf,内部資料);

- 6/18 (月) 16:20-
-- 塙: 論文紹介 [[original paper:https://arxiv.org/pdf/1805.05588.pdf]]

- 6/11 (月) 16:20-
-- 中村: 論文紹介 
--- Prathusha Kameswara Sarma. Learning Word Embeddings for Data Sparse and Sentiment Rich Data Sets. NAACL-HLT 2018: Student Research Workshop. [[original paper:http://aclweb.org/anthology/N18-4007]], &handref(2018/k-acquisition/k-acquisition-20180611-nakamura.pdf,slides);
-- 伊藤: 論文紹介
--- Qian Chen, Xiaodan Zhu, Zhen-Hua Ling, Diana Inkpen, Si Wei. Natural Language Inference with External Knowledge. [[original paper:https://arxiv.org/abs/1711.04289]], [[esa:https://io-lab.esa.io/posts/1572]]

- 6/4 (月) 16:20-
-- 鈴木: 論文紹介 &handref(2018/k-acquisition/k-acquisition-20180604-m-suzuki.pdf,内部資料); 
-- ディアナ: 進捗報告 &handref(2018/misc/misc-20180604-dianags.pdf,内部資料);

- 5/28 (月) 16:20-
-- 吉成: 論文紹介
--- Chloé Kiddon, Ganesa Thandavam Ponnuraj, Luke Zettlemoyer, and Yejin Choi. Mise en Place: Unsupervised Interpretation of Instructional Recipes. EMNLP 2015. [[original paper:http://www.aclweb.org/anthology/D15-1114]] &handref(2018/k-acquisition/k-acquisition-20180527-yoshinari.pdf,annotated paper);
-- 松田: 論文紹介
--- Todor Mihaylov, Anette Frank. Knowledgeable Reader: Enhancing Cloze-Style Reading Comprehension with External Commonsense Knowledge. ACL 2018. [[paper:https://arxiv.org/abs/1805.07858v1]] &handref(2018/k-acquisition/k-acquisition-20180528-matsuda.pdf,内部資料); 

- 5/25 (金) 10:30-
-- 佐々翔 &handref(2018/k-acquisition/k-acquisition-20180525-sasaki.shota.pdf,内部資料); 
-- 塙 &handref(2018/k-acquisition/k-acquisition-20180525-hanawa.pdf,内部資料);


- 5/14 (月) 16:20-
-- 中村: 話題提供
--- Text Embedding Models Contain Bias. Here's Why That Matters. April 13, 2018.
Posted by Ben Packer, Yoni Halpern, Mario Guajardo-Céspedes & Margaret Mitchell. [[link:https://developers.googleblog.com/2018/04/text-embedding-models-contain-bias.html]]
-- 伊藤: 論文紹介
--- Yue Zhang, Qi Liu, Linfeng Song. Sentence-State LSTM for Text Representation. ACL 2018. [[original paper:https://arxiv.org/abs/1805.02474]] &handref(2018/k-acquisition/k-acquisition-20180514-t-ito.pdf,annotated paper);

- 5/7 (月) 16:20- 
-- おやすみ

- 4/30
-- おやすみ

- 4/23 (月) 16:20-
-- 鈴木: 論文紹介
--- Bishan Yang and Tom Mitchell. Leveraging Knowledge Bases in LSTMs for Improving Machine Reading. ACL 2017. [[original paper:http://aclweb.org/anthology/P17-1132]] &handref(2018/k-acquisition/k-acquisition-20180423-m-suzuki.pdf, annotated paper);
-- ディアナ: 論文紹介
--- Becker et al., 2017. Classifying Semantic Clause Types: Modeling Context and Genre
Characteristics with Recurrent Neural Networks and Attention. *SEM 2017 [[Paper:http://www.aclweb.org/anthology/S17-1027]] &handref(2018/k-acquisition/k-acquisition-20180423-dianags.pdf,Slides);

- 4/16 (月) 16:20-
-- 前回話せなかった人スペシャル
--- 松田: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20180416-matsuda.pdf,内部資料); 
--- 鈴木: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20180416-m-suzuki.pdf,内部資料); 
--- 塙: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20180410-hanawa.pdf,内部資料);

- 4/10 (火) 14:40-
-- 持ち時間5分で,これまでの研究と今後の方向性について話す
--- 松田: 研究会紹介/OBの研究紹介 (15分程度) &handref(2017/k-acquisition/k-acquisition-20180410-matsuda.pdf,内部資料); 
--- ディアナ: 研究紹介
--- 佐々木(翔): 研究紹介 &handref(2017/k-acquisition/k-acquisition-20180410-sasaki.shota.pdf,内部資料); 
--- 伊藤: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20180410-t-ito.pdf,内部資料); 
--- 中村: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20180410-nakamura.pdf,内部資料); 
--- 吉成: 研究紹介 &handref(2017/k-acquisition/k-acquisition-20180410-yoshinari.pdf,内部資料); 


* 参考文献 [#pb0dbd06]

** チュートリアル・招待講演 [#cf784aab]
- 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 [#w297c26c]
- 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 [#ac9147af]
- 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 [#y1c56b03]
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 [#fae57d55]

- 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 [#hf4e455b]
- 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 [#d5db4e96]
- [[2017年度>./2017]]
- [[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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