FrontPage / SIG Discourse

Special Interest Group on Discourse (SIG Discourse) discusses research progress of our member (5-10 min. each) and interesting findings of past/state-of-the-art researches (30 min.). The schedule is listed below.

** Date [#j437a18a]
- 1st Semester: ''Wed 13:00-14:30''

** Members [#d3a5a76d]
乾, 井之上, Paul, 横井, 高橋, 清野, 赤間, 白井, 栗林, 大内, 佐藤(志), 大竹, Ana

** Related Keywords [#z6de311c]
人工知能/Artificial Intelligence,物語理解/Story Understanding,プラン/Plan,修辞構造/Rhetorical Structure,照応/Anaphora,省略/Ellipsis,ゼロ照応/Zero Anaphora

* Policy [#qfc4ad7b]
多読会と個別議論を交互にやる。

- 多読会
-- 目的
--- 最新論文100本を多読し、分野の方向感掴み、脳内へのポインタ作りを行う
--- 多読力をつける (短い時間で研究の概形を把握する, 短い時間で疑問/感想を持つ)
-- 実施要領
--- 3本 x {7, 8, 9,10}人 (コアメン) = 最低20本程度の論文を多読する
--- 1本3分でやる
--- 目標: 100本
--- 詳しくは[[こちら>https://io-lab.esa.io/posts/1851#%E5%AE%9F%E6%96%BD%E6%A6%82%E8%A6%81]]
- 個別議論
-- 各回3名が担当
--- 論文紹介・研究進捗報告など、自由に選んでよい
--- だいたい1ヶ月に1度当番が回ってくる
--- 忙しければ ''自由に'' 延期
-- 精読
--- 発表前に読む論文を #random で紹介
--- 30分でQA含めキッチリ切る。
-- 進捗
--- 30-40分でQA含め。普段の総合研究会より深めの議論をするため。
--- 進捗は議論が長くなる傾向にあるので、進捗が少なくとも一個入るならば2セットで勉強会を組む
- 聞きかた
-- 各回1度は質問・コメントをする

* Schedule [#c8f4eb9b]

** Future [#u4d362fc]
// 春休み?
//- Thu 3/21 10:30-
//-- 精読 or 進捗:
//-- 精読 or 進捗:
//-- 精読 or 進捗:

// 言語処理学会年次大会のためおやすみ
//- Thu 3/14 10:30-
//-- 精読 or 進捗:
//-- 精読 or 進捗:
//-- 精読 or 進捗:

- Thu 3/7 10:30-
-- 精読 or 進捗:
-- 精読 or 進捗:
-- 精読 or 進捗:

- Thu 2/28 10:30-
-- 精読: 赤間 (2)
--- Zi Yin+, On the Dimensionality of Word Embedding. NuerIPS2018.(変わる可能性80%)[[paper>https://papers.nips.cc/paper/7368-on-the-dimensionality-of-word-embedding]]
--- 単語分散表現には最適な次元数がある!!!という話
// --- Zi Yin+, On the Dimensionality of Word Embedding. NuerIPS2018.(変わる可能性80%)[[paper>https://papers.nips.cc/paper/7368-on-the-dimensionality-of-word-embedding]]
-- 精読 or 進捗: 大内 (3)
-- 精読 or 進捗: 高橋 (3)

// 相互査読会のため
//- Thu 2/21 10:30-
//-- 精読 or 進捗:
//-- 精読 or 進捗:
//-- 精読 or 進捗:

- Thu 2/14 10:30-

-- 精読: 清野 (2)
-- 精読: 白井 (3) What Is One Grain of Sand in the Desert ? Analyzing Individual Neurons in Deep NLP Models, AAAI2019.
--- &handref(2018/disco/disco-20190214-shirai.pdf,内部資料); , [[paper>https://www.aaai.org/Papers/AAAI/2019/AAAI-DalviF.5894.pdf]]

- Thu 2/7 10:30-
-- 進捗: Ana (1)
--- Progress report and task idea &handref(2018/disco/disco-20190206-anab.pdf,内部資料); 
-- 進捗: 井之上 (2)
--- [[内部資料>https://scrapbox.io/tohoku-nlp/2019%2F2%2F7_Inoue,_Danwa]]
-- 進捗: Shiki (2) 
--- &handref(2018/disco/disco-20190207-shiki.pdf,内部資料); 

** Done [#w51c6dee]
- Thu 1/31 10:30-
-- 進捗: 大竹 (2)
--- 顕現的要素の出現順序に基づく物語の類似性尺度 &handref(2018/disco/disco-20190201-takaki.pdf,内部資料); 
-- 精読 or 進捗: 栗林 (2)
-- 精読 or 進捗: 内藤 (2)

- Thu 12/13 10:30-
-- 精読: 横井 (2)
--- McInnes+'18, UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction, arXiv
--- [[paper>https://arxiv.org/abs/1802.03426]], [[内部資料>https://scrapbox.io/tohoku-nlp/2018-12-13,_%E6%A8%AA%E4%BA%95,_UMAP,_@%E8%AB%87%E8%A9%B1%E7%A0%94%E7%A9%B6%E4%BC%9A]]
-- 精読: 高橋 (2)
--- Yuhao Zhang, Peng Qi, Christopher D. Manning. Graph Convolution over Pruned Dependency Trees Improves Relation Extraction. EMNLP 2018
--- [[paper>https://aclanthology.coli.uni-saarland.de/papers/D18-1244/d18-1244]], [[内部資料>https://scrapbox.io/tohoku-nlp/Zhang+'18,_Graph_Convolution_over_Pruned_Dependency_Trees_Improves_Relation_Extraction,_EMNLP]]

- Thu 12/6 10:30-
-- 精読: 佐藤 (志)
--- Yang Zhao, Yining Wang, Jiajun Zhang, Chengqing Zong. Phrase Table as Recommendation Memory for Neural Machine Translation. IJCAI 2018
--- [[paper>https://www.ijcai.org/proceedings/2018/641]] [[内部資料>https://io-lab.esa.io/posts/1888]] 
-- 進捗: 大内 (2)
-- 精読: 赤間 (1)
--- Lajanugen Logeswaran, Honglak Lee, Samy Bengio. Content preserving text generation with attribute controls. NIPS2018
--- [[paper>https://papers.nips.cc/paper/7757-content-preserving-text-generation-with-attribute-controls]], [[内部資料>http://www.cl.ecei.tohoku.ac.jp/local/handouts/2018/disco/disco-20181206-reina.a.pdf]]

- Thu 11/29 10:30-
-- 精読1: 井之上 (1)
--- Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Kathryn Mazaitis, Ruslan Salakhutdinov, William W. Cohen. Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text. EMNLP 2018.
--- [[paper>https://arxiv.org/abs/1809.00782]] [[内部資料>https://io-lab.esa.io/posts/1885]]
-- 精読2: 大竹 
--- Towards Automatically Extracting Story Graphs from Natural Language Stories (Josep Valls-Vargas, et al., AAAI2017 Workshop on What's Next for AI in Games?)
--- [[paper>https://www.aaai.org/ocs/index.php/WS/AAAIW17/paper/view/15067]] [[内部資料>https://io-lab.esa.io/posts/1877]] 
-- 進捗: 白井 (1) &handref(2018/disco/disco-20181129-shirai.pdf,内部資料); 

- Thu 11/22 10:30-
-- 多読会5 (92本目〜108本目 🎉) [[資料>https://io-lab.esa.io/posts/1851]]

- Thu 11/15 10:30
-- 多読会4 (67本目〜) [[資料>https://io-lab.esa.io/posts/1839]]

//- Thu 11/8 10:30-
//-- Sogo を優先のため

//EMNLP のため休もう
//- Thu 11/W1 13:00-

- Thu 10/25 10:30-
-- %%精読1: 井之上%%
--- Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Kathryn Mazaitis, Ruslan Salakhutdinov, William W. Cohen. Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text. EMNLP 2018.
--- [[paper>https://arxiv.org/abs/1809.00782]] 内部資料
-- 精読2: 栗林
--- Jiaqi Mu, Pramod Viswanath. All-but-the-Top: Simple and Effective Postprocessing for Word Representations. ICLR 2018.
--- Mikhail Khodak, Nikunj Saunshi, Yingyu Liang, Tengyu Ma, Brandon Stewart, Sanjeev Arora. A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors. ACL2018.
--- [[All-but-the-Top>https://openreview.net/forum?id=HkuGJ3kCb]] [[A La Carte>https://arxiv.org/abs/1805.05388]] &handref(2018/disco/disco-20181025-kuribayashi.pdf,内部資料); 
-- 進捗: 内藤 &handref(2018/disco/disco-20181025-shirai.pdf,進捗報告);

- Thu 10/18 10:30-
-- 精読1: 横井
--- David Alvarez-Melis, Tommi S. Jaakkola. Gromov-Wasserstein Alignment of Word Embedding Spaces. EMNLP 2018.
--- [[arXiv>https://arxiv.org/abs/1809.00013]], [[内部資料>https://io-lab.esa.io/posts/1797]]
-- 精読2: 高橋
--- Eunsol Choi, He He, Mohit Iyyer, Mark Yatskar, Wen-tau Yih, Yejin Choi, Percy Liang, Luke Zettlemoyer. QuAC : Question Answering in Context. EMNLP 2018.
--- [[paper>https://arxiv.org/abs/1808.07036]], &handref(2018/disco/disco-20181018-ryo-t.pdf,annotated paper);
-- 進捗: 佐藤S &handref(2018/disco/disco-20181018-shiki.pdf,進捗報告);

- Thu 10/11 10:30-
-- 多読会3 (42本目〜) [[資料>https://io-lab.esa.io/posts/1767]]

- Fri 10/5 14:15-
-- 多読会2 (23本目〜) [[資料>https://io-lab.esa.io/posts/1758]]

- Wed 9/26 13:00-
-- %%続・なつやすみの... (B4)%%
-- 多読会1 (1本目〜) [[資料>https://io-lab.esa.io/posts/1725]]

- Wed 9/19 13:00-
-- なつやすみの...

- Wed 7/25 13:00-
-- B team
-- 井之上 &handref(2018/disco/disco-20180725-naoya-i.pdf,内部資料);
--- Hannah Rashkin, Maarten Sap, Emily Allaway, Noah A. Smith, and Yejin Choi. Event2Mind: Commonsense Inference on Events, Intents, and Reactions. ACL2018. [[paper>http://aclweb.org/anthology/P18-1043]] [[project home>https://uwnlp.github.io/event2mind/]] 

- Wed 7/11 13:00-
-- A team
-- 内藤

- Wed 7/4 13:00-
-- B team
-- 赤間 ごめんなさい

- Wed 6/27 13:00-
-- A team
-- 栗林 &handref(2018/disco/disco-20180627-kuribayashi.pdf,スライド); &handref(2018/disco/disco-20180627-kuribayashi2.pdf,Universal sentence encoder); &handref(2018/disco/disco-20180627-kuribayashi3.pdf,Learning General Purposeなんとか); 

- Wed 6/20 13:00-
-- B team
-- 白井 [[esa:https://io-lab.esa.io/posts/1598]]

- Wed 6/13 13:00-
-- A team
-- 大内: &handref(2018/disco/disco-20180613-hiroki-o.pdf,進捗報告);
- Wed 6/6 13:00-
-- 清野 (1)
- Wed 5/30 13:00-
-- B team
-- 横井: [[最近の進捗と今後やりたいこと>https://io-lab.esa.io/posts/1546/]]

- Wed 5/16 13:00-
-- A team
-- Paul: &handref(2018/disco/disco-20180516-preisert.pdf,進捗報告); 

- Wed 5/9 13:00-
-- B team
-- 井之上: &handref(2018/disco/disco-20180509-naoya-i.pdf,進捗報告); 

- Wed 4/25 13:00-
-- A team
// -- 高橋

- Wed 4/11, 13:00-
-- 研究紹介
--- 井之上: &handref(2017/disco/disco-20180411-naoya-i.pdf,キックオフ); &handref(2017/disco/disco-20180411-naoya-i-2.pdf,推論!); 
--- Paul: &handref(2017/disco/disco-20180411-preisert.pdf, 内部資料); 
--- 横井: &handref(2017/disco/disco-20180410-yokoi.pdf,やっていた研究とやっている研究); 
--- 高橋: &handref(2017/disco/disco-20180411-ryo-t.pdf,研究紹介);
--- 清野: &handref(2017/disco/disco-20180411-kiyono.pdf,就活の資料を切り貼りしたもの); 
--- 赤間: &handref(2017/disco/disco-20180411-reina.a.pdf,「あなたの研究内容について教えてください」); 
--- 白井:&handref(2017/disco/disco-20180411-shirai.pdf,内部資料); 
--- 栗林:&handref(2017/disco/disco-20180411-kuribayashi.pdf,内部資料); 
// -- 決め事
// --- 枠変更(工学セミナー準備とバッティング) → 火5
// --- ローテーション決め → 春休みできなかったときの順番で

** Assignment [#ic4cbf9c]
- v: presented
- (v): assigned

*** 前期 [#if89c19c]

* Team [#t6892c69]
| Team | Member |
| A | 横井, 清野, 白井, 大内, 佐藤(志) |
| B | 井之上, 高橋, 赤間, 栗林 |


* Past [#jd1560c5]
- [[Spring 2017-Winter 2018>./2017]]
- [[Spring 2016-Winter 2017>./2016]]
- [[Spring 2015-Winter 2016>./2015]]
- [[Spring 2014-Winter 2015>./2014]]
- [[Spring 2013-Winter 2014>./2013]]
- [[Spring 2012-Winter 2013>./2012]]
- [[Spring 2011-Winter 2012>./2011]]
- [[Spring 2010-Winter 2011>./2010]]


* Links [#zf8a48c2]
** Artificial Intelligence [#j4291461]
- Levesque, Hector J. "On our best behaviour." The 23rd International Joint Conference on Artificial Intelligence (IJCAI). August. 2013. [[pdf>http://ijcai13.org/files/summary/hlevesque.pdf]]
- Rahman, Altaf, and Vincent Ng. "Resolving complex cases of definite pronouns: the winograd schema challenge." Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning. Association for Computational Linguistics, 2012. [[pdf>https://www.aclweb.org/anthology-new/D/D12/D12-1071.pdf]] [[dataset>http://www.hlt.utdallas.edu/~vince/data/emnlp12/]]  [[dataset 2>http://www.cs.nyu.edu/davise/papers/WS.html]]
- Roemmele, Melissa, Cosmin Adrian Bejan, and Andrew S. Gordon. "Choice of Plausible Alternatives: An Evaluation of Commonsense Causal Reasoning." AAAI Spring Symposium: Logical Formalizations of Commonsense Reasoning. 2011. [[pdf>http://course.agent.csie.ntu.edu.tw/file.php/27/reading/sss11-commonsense/SS11-06-016.pdf]] [[dataset>http://people.ict.usc.edu/~gordon/copa.html]]
- Levesque, Hector J., Ernest Davis, and Leora Morgenstern. "The Winograd schema challenge." AAAI Spring Symposium: Logical Formalizations of Commonsense Reasoning. 2011. [[pdf>http://commonsensereasoning.org/2011/papers/Levesque.pdf]]
- Jerry R. Hobbs, Mark Stickel, Douglas Appelt, and Paul Martin. Interpretation as Abduction, Artificial Intelligence, 1993. [[pdf>http://www.isi.edu/%7Ehobbs/interp-abduct-ai.pdf]]

** Logical Inference [#q735aae0]
- Mohammad Shahed Sorower, Thomas G. Dietterich, Janardhan Rao Doppa Walker Orr, Prasad Tadepalli, and Xiaoli Fern. Inverting Grice’s Maxims to Learn Rules from Natural Language Extractions. NIPS 2011. [[pdf>http://books.nips.cc/papers/files/nips24/NIPS2011_0644.pdf]]
- Ekaterina Ovchinnikova, Niloofar Montazeri, Theodore Alexandrov, Jerry R. Hobbs, Michael C. McCord and Rutu Mulkar-Mehta. Abductive Reasoning with a Large Knowledge Base for Discourse Processing. IWCS 2011. [[pdf>http://www.isi.edu/~rutu/publications/IWCS-abduction.pdf]]
- James Blythe, Jerry R. Hobbs, Pedro Domingos, Rohit J. Kate and Raymond J. Mooney. Implementing Weighted Abduction in Markov Logic. IWCS2011. [[pdf>http://www.cs.utexas.edu/users/ml/papers/blythe.iwcs11.pdf]]
- Dan Garrette, Katrin Erk, Raymond Mooney. Integrating Logical Representations with Probabilistic Information using Markov Logic. IWCS2011. [[pdf>http://www.cs.utexas.edu/users/ml/papers/garrette.iwcs.11.pdf]]
- Sindhu V. Raghavan, Raymond J. Mooney. Bayesian Abductive Logic Programs. AAAI 2010. [[pdf>http://www.aaai.org/ocs/index.php/WS/AAAIW10/paper/download/1974/2487]]
- RohitJ. Kate RaymondJ. Mooney. Probabilistic Abduction using Markov Logic Networks. IJCAI 2009 on PAIR 2009. [[pdf>http://www.cs.utexas.edu/users/ml/papers/kate-pair09.pdf]]
- Jerry R. Hobbs, Mark Stickel, Douglas Appelt, and Paul Martin. Interpretation as Abduction, Artificial Intelligence, 1993. [[pdf>http://www.isi.edu/%7Ehobbs/interp-abduct-ai.pdf]]
- J. Bos (2009): Applying automated deduction to natural language understanding. Journal of Applied Logic 7(1): 100–112. [[pdf>http://www.let.rug.nl/bos/pubs/Bos2009JoApLo.pdf]]
- [[A Unified Approach to Abductive Inference (ARO 2008 MURI Project@University of Washington)>http://www.cs.washington.edu/dm/muri/]]

** Discourse Theory [#v753609c]
- [[Rhetorical Structure Theory>http://www.sfu.ca/rst/]]
- [[Discourse Representation Theory>http://plato.stanford.edu/entries/discourse-representation-theory/]]
- J. Bos, M. Nissim (2008): Combining Discourse Representation Theory with FrameNet. In: R. Rossini Favretti (ed): Frames, Corpora, and Knowledge Representation, pp 169–183, Bononia University Press. [[pdf>http://www.meaningfactory.com/bos/pubs/BosNissim2008Frames.pdf]]
- Dan Cristea, Nancy Ide and Laurent Romary. Veins Theory: A Model of Global Discourse Cohesion and Coherence. ACL 1998. [[pdf>http://www.aclweb.org/anthology/P/P98/P98-1044.pdf]]
- Barbara J. Grosz, Aravind K. Joshi and Scott Weinstein. Centering: A Framework for Modeling the Local Coherence of Discourse. Computational Linguistics, 1995. [[pdf>http://acl.ldc.upenn.edu/J/J95/J95-2003.pdf]]
- Barbara J. Grosz and Candace L. Sidner. ATTENTION, INTENTIONS, AND THE STRUCTURE OF DISCOURSE. Computational Linguistics, 1986. [[pdf>http://www.ldc.upenn.edu/acl/J/J86/J86-3001.pdf]]

- Bonnie Webber. Accounting for Discourse Relations: Constituency and Dependency. Intelligent Linguistic Architectures, 2006. [[pdf>http://www.ldc.upenn.edu/Catalog/docs/LDC2008T05/papers/webber.pdf]]
- Florian Wolf, Edward Gibson. Representing Discourse Coherence: A Corpus-Based Study. Computational Linguistics, 2005.
- Bonnie Webber, Matthew Stone, Aravind Joshi and Alistair Knott. Anaphora and Discourse Structure. Computational Linguistics, 2003. [[pdf>http://acl.ldc.upenn.edu/J/J03/J03-4002.pdf]]
- Daniel Marcu. A Formal and Computational Synthesis of Grosz and Sidner's and Mann and Thompson's theories. 1999. [[pdf>http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.40.7525&rep=rep1&type=pdf]]
- Erhard Hinrichs. Discourse Annotation of Corpora. [[pdf>http://www.ling.ohio-state.edu/~hinrichs/course07/discourse-slides.pdf]]
- Johanna D. Moore and Martha E. Pollack. A Problem for RST: The Need for Multi-Level Discourse Analysis. Computational Linguistics, 1992. [[pdf>http://acl.ldc.upenn.edu/J/J92/J92-4007.pdf]]

** Discourse Parsing [#l67c19aa]
- Alexis Palmer, Afra Alishahi and Caroline Sporleder. Robust Semantic Analysis for Unseen Data in FrameNet. RANLP2011. [[pdf>http://www.aclweb.org/anthology-new/R/R11/R11-1090.pdf]]
- Michaela Regneri, Alexander Koller, Josef Ruppenhofer and Manfred Pinkal. Learning Script Participants from Unlabeled Data. RANLP2011. [[pdf>http://www.aclweb.org/anthology-new/R/R11/R11-1064.pdf]]
- Manfred Klenner and Don Tuggener. An Incremental Entity-Mention Model for Coreference Resolution with Restrictive Antecedent Accessibility. RANLP2011. [[pdf>http://www.aclweb.org/anthology-new/R/R11/R11-1025.pdf]]
- Ziheng Lin, Hwee Tou Ng and Min-Yen Kan. Automatically Evaluating Text Coherence Using Discourse Relation. ACL 2011.
[[pdf>http://acl.eldoc.ub.rug.nl/mirror/P/P11/P11-1100.pdf]]
- Ziheng Lin, Hwee Tou Ng, and Min-Yen Kan. A PDTB-Styled End-to-End Discourse Parser. 2010.
[[pdf>http://www.comp.nus.edu.sg/~linzihen/publications/tech2010.pdf]]
- Annie Louis, Rashmi Prasad, Aravind Joshi and Ani Nenkova. Using Entity Features to Classify Implicit Discourse Relations. SIGDIAL 2010. [[pdf>http://www.aclweb.org/anthology/W/W10/W10-4310.pdf]]
- Aria Haghighi and Dan Klein. Coreference Resolution in a Modular, Entity-Centered Model. NAACL-HLT 2010. [[pdf>http://www.aclweb.org/anthology/N/N10/N10-1061.pdf]]
- Emily Pitler, Annie Louis and Ani Nenkova. Automatic sense prediction for implicit discourse relations in text. ACL-IJCNLP 2009. [[pdf>http://www.aclweb.org/anthology-new/P/P09/P09-1077.pdf]]
- Rajen Subba and Barbara Di Eugenio. An effective Discourse Parser that uses Rich Linguistic Information. NAACL-HLT 2009. [[pdf>http://www.aclweb.org/anthology/N/N09/N09-1064.pdf]]
- Ravikiran Vadlapudi, Poornima Malepati and Suman Yelati. Hierarchical Discourse Parsing Based on Similarity Metrics. RANLP 2009. [[pdf>http://www.aclweb.org/anthology/R/R09/R09-2016.pdf]]
- Manfred Klenner, Étienne Ailloud. Optimization in Coreference Resolution is not Needed: A Nearly-Optimal Algorithm with Intensional Constraints. EACL 2009. [[pdf>http://aclweb.org/anthology/E/E09/E09-1051.pdf]]
- Jason Baldridge and Alex Lascarides. Probabilistic Head-Driven Parsing for Discourse Structure. CoNLL 2005. [[pdf>http://acl.ldc.upenn.edu/W/W05/W05-0613.pdf]]
- Daniel Marcu and Abdessamad Echihabi. An Unsupervised Approach to Recognizing Discourse Relations. ACL 2002. [[pdf>http://ldc.upenn.edu/acl/P/P02/P02-1047.pdf]]

** Plan Recognition [#e7edc3b0]
- Parag Singla and Raymond J. Mooney. Abductive Markov Logic for Plan Recognition. AAAI2011. pp 1069-1075. [[pdf>http://www.cse.iitd.ac.in/~parags/papers/prml-aaai11.pdf]] 
- Nate Blaylock and James Allen. Hierarchical Instantiated Goal Recognition. MOO2006. [[pdf>http://www.aaai.org/Papers/Workshops/2006/WS-06-13/WS06-13-002.pdf]]
- Nate Blaylock and James Allen. Fast Hierarchical Goal Schema Recognition. AAAI2006. [[pdf>http://www.aaai.org/Papers/AAAI/2006/AAAI06-126.pdf]]
- Douglas E. Appelt and Martha E. Pollack. Weighted Abduction for Plan Ascription. Technical Note 491, SRI International, 1992. [[pdf>http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.41.9063&rep=rep1&type=pdf]]
- Sandra Carberry. Techniques for Plan Recognition. User Modeling and User-Adapted Interaction, 11(1-2), pp. 31-48, 2001. [[pdf>http://www.umuai.org/anniversary/carberry-umuai-2001.pdf]]

** Corpus [#l5c09577]
- [[Penn Discourse Treebank>http://www.seas.upenn.edu/~pdtb/]]
- [[RST Discourse Treebank>http://www.isi.edu/~marcu/discourse/]]
- Discourse Graphbank: [[paper>http://acl.ldc.upenn.edu/J/J05/J05-2005.pdf]] [[LDC>http://www.ldc.upenn.edu/Catalog/CatalogEntry.jsp?catalogId=LDC2005T08]]
- SDRT annotations of dialogues: [[DISCOR project>http://comp.ling.utexas.edu/discor/]]

** Knowledge Acquisition [#u21028ec]
- Doo Soon Kim and Bruce Poter. Integrating declarative knowledge : Issues, Algorithms and Future Work. AAAI2008. [[pdf>http://www.cs.utexas.edu/~onue5/SS05KimD.pdf]]
- Jonathan Berant, Tel Aviv and Jacob Goldberger. Global Learning of Typed Entailment Rules. ACL2011. (to appear) [[pdf>http://www.cs.tau.ac.il/~jonatha6/homepage_files/publications/ACL11.pdf]]
- Stefan Schoenmackers, Jesse Davis, Oren Etzioni and Daniel Weld. Learning First-Order Horn Clauses from Web Text. EMNLP2010. [[pdf>http://www.aclweb.org/anthology/D/D10/D10-1106.pdf]]
- Nathanael Chambers and Dan Jurafsky. Unsupervised Learning of Narrative Schemas and their Participants. ACL2010. [[pdf>http://www.aclweb.org/anthology/P09-1068.pdf]]

** Lectures [#x177170f]
- University of Southern California: [[Introduction to NLP>http://www.isi.edu/natural-language/teaching/cs544/]], [[Empirical Methods in Natural Language Processing>http://www.isi.edu/natural-language/teaching/cs562/]]
- MIT: [[Computational Models of Discourse>http://people.csail.mit.edu/regina/6892/]]
- Tohoku University: http://www.is.tohoku.ac.jp/_eng/introduction/laboratories/sis/iis_cs.html
- [[Story Understanding Resources>http://xenia.media.mit.edu/~mueller/storyund/storyres.html]]
- David Poole and Alan Mackworth. [[Artificial Intelligence: Foundations of Computational Agents>http://artint.info/]]

** Tools [#tf12e23d]
- [[WOFMC>http://dtai.cs.kuleuven.be/ml/systems/wfomc]]
- [[Stanford CoreNLP>http://nlp.stanford.edu/software/corenlp.shtml]]
- [[Mini-TACITUS>http://www.rutumulkar.com/tacitus.html]]
- [[PRISM>http://sato-www.cs.titech.ac.jp/prism/]]
- [[enju>http://www-tsujii.is.s.u-tokyo.ac.jp/enju/]]
//-- Yusuke Miyao, Alastair Butler, Kei Yoshimoto and Jun'ichi Tsujii. A Modular Architecture for the Wide-Coverage Translation of Natural Language Texts into Predicate Logic Formulas. PACLIC 24, 2010.
- [[C&C tools>http://svn.ask.it.usyd.edu.au/trac/candc/wiki]]

** Misc. [#b8390995]
- [[University of Texas at Austin Machine Learning Group: Publications>http://www.cs.utexas.edu/~ml/publication/]]
- [[Linguistic Problems and Complexities>http://www.csi.uottawa.ca/tanka/files/complexities.html]]

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