Special Interest Group on Discourse (SIG Discourse) discusses interesting findings of past/state-of-the-art researches. We also report and discuss research progress of our member. Typically, we read one paper (30 minutes) and discuss research progress of one person (40 minutes) at a time. The schedule is listed below.

** Date [#w3b298fc]
- 1st Semester: ''Thu 16:20-17:50''
- 2nd Semester: ''Thu 14:40-16:10''

** Members [#o96ed129]
乾, 岡﨑, 井之上, Paul, 稲田, 横井, 高橋, 佐藤, 清野, 赤間, 白井, 栗林

** Related Keywords [#vec75fcc]
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 [#b401b678]
- KIAI との役割分担
-- 談話: paper reading(サーベイ結果や自分の研究を紹介してもOK)
-- KIAI: 進捗報告
- 読みかた
-- 各回2名が発表
-- 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
-- 発表前に読む論文を #random で紹介
- 聞きかた
-- 各回1度は質問・コメントをする

* Schedule [#b87cb621]

** Future [#h44140da]


** Upcoming [#l7e51d0d]

- Thu 3/8 14:40- *今年度ラスト(?)
//-- 赤間
//---Ashwin K Vijayakumar+, "Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models", arXiv
-- 高橋
--- 特集:KBC の闇
--- D. Q. Nguyen. An overview of embedding models of entities and relationships for knowledge base completion. arXiv, 2018.
--- [[arXiv>https://arxiv.org/abs/1703.08098]], &handref(2017/disco/disco-20180308-ryo-t.pdf,annotated paper);


** Done [#c2a49507]

//- Thu 3/1 14:40- 
//-- 高橋
//--- 特集:KBC の闇
// NG: 横井(出張)

- Thu 2/15 14:40-

-- 清野
--- Philipp Koehn and Rebecca Knowles. Six challenges for neural machine translation. In Proceedings of the First Workshop on Neural Machine Translation, pp. 28–39, Vancouver, August 2017. Association for Computational Linguistics.
--- &handref(2017/disco/disco-20180216-kiyono.pdf,内部資料); 
--- Elliott, Desmond, and Akos Kádár. "Imagination improves multimodal translation." arXiv preprint arXiv:1705.04350 (2017).


- Thu 2/8 10:30-

-- 栗林 
Wachsmuth, H. et al. (2017), ‘The Impact of Modeling Overall Argumentation with Tree Kernels’, EMNLP 2017
--- &handref(2017/disco/disco-20180208-kuribayashi.pdf,annotated paper);, &handref(2017/disco/disco-20180208-kuribayashi.pdf,導入); 
-- Paul
--- Vu et al. (2017), Lexical-semantic resources: yet powerful resources for automatic personality classification, arXiv
--- [[arXiv>https://arxiv.org/abs/1711.09824]], &handref(2017/disco/disco-20180208-preisert.pdf,内部資料); 



- Thu 2/1 14:40-  
-- 横井
--- Jiwei Li+, “A Diversity-Promoting Objective Function for Neural Conversation Models,” NAACL 2016.
--- [[arXiv>https://arxiv.org/abs/1510.03055]], [[2016赤間さんスライド>http://www.cl.ecei.tohoku.ac.jp/local/handouts/2016/disco/disco-20161122-reina.a.pdf]], &handref(2017/disco/disco-20180201-yokoi.pdf,annotated paper); 
-- 白井
--- Qin, Lianhui, et al. "Adversarial Connective-exploiting Networks for Implicit Discourse Relation Classification." Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). Vol. 1. 2017.
--- [[Paper>http://www.aclweb.org/anthology/P17-1093]], [[arXiv>http://arxiv.org/abs/1704.00217]]



- Thu 1/25 14:40- ''再開'' 
// passしました... -- 白井
-- 井之上
--- Han Xiao, Minlie Huang, and Xiaoyan Zhu. From One Point to a Manifold: Knowledge Graph Embedding for Precise Link Prediction. IJCAI2016. [[paper>https://www.ijcai.org/Proceedings/16/Papers/190.pdf]]

//- Thu 1/18 10:30- 
// NG: 井之上 (諸々...)


- Tue 12/21, 14:40- ''年内ラスト'' 
// NG: 栗林(NL研)
// NG: 井之上 (WF, GC, etc.)
-- 吉成 CEA発表練習


- Thu 12/14, 14:40-
// NAACL締切 12/15
-- 赤間
--- Dict2vec : Learning Word Embeddings using Lexical Dictionaries; Julien Tissier, Christophe Gravier, Amaury Habrard, EMNLP2017 [[paper>http://aclweb.org/anthology/D17-1024]] [[memo>https://io-lab.esa.io/posts/1179]] 


- Thu 12/7, 14:40-
-- 栗林
--- Dual Decomposition for Parsing with Non-Projective Head Automata
T. Koo, A. M. Rush, M. Collins, T. Jaakkola, and David Sontag, EMNLP 2010.
[[paper>https://people.csail.mit.edu/dsontag/papers/KooEtAl_emnlp10.pdf]] 
&handref(2017/disco/disco-20171207-kuribayashi.pdf,author's slide); 
-- 白井 
--- Teng, Zhiyang, Duy-Tin Vo, and Yue Zhang. "Context-Sensitive Lexicon Features for Neural Sentiment Analysis." EMNLP. 2016. [[paper>http://www.aclweb.org/anthology/D/D16/D16-1169.pdf]] &handref(2017/disco/disco-20171207-shirai.pdf,内部資料); 

- Thu 11/30, ''15:40-''(開始時刻注意)
// NG: 高橋(学振面接準備)
// NG: 赤間(IJCNLP)
-- Paul 
--- Habernal et al, 2017. The Argument Reasoning Comprehension Task. &handref(2017/disco/disco-20171130-preisert.pdf, Annotated Paper); 



// NG: 横井(出張)
- Thu 11/21, 13:00-
-- 赤間
--- IJCNLP発表練習(発表8分+質疑2分)
// (がしたいです) => しよう! --> ありがとうございます〜
--- &handref(2017/practice-talk/practice-talk-20171121-reina.a.pdf,内部資料); 


- Thu 11/16, 14:40-
-- 井之上
--- Tim Rocktäschel and Sebastian Riedel. End-to-end Differentiable Proving. NIPS2017.
--- [[paper>https://arxiv.org/abs/1705.11040]] [[author's slides>http://aitp-conference.org/2017/slides/Tim_aitp.pdf]]
// NG: 横井(出張)


- Thu 11/9, 14:40-
// NG: 横井(IBIS)
-- 高橋
--- Kenton Lee, Luheng He, Mike Lewis and Luke Zettlemoyer. "End-to-end Neural Coreference Resolution." EMNLP. 2017.
--- [[paper>https://homes.cs.washington.edu/~kentonl/pub/lhlz-emnlp.2017.pdf]], &handref(2017/disco/disco-20171109-ryo-t.pdf,annotated paper);
-- Paul
--- Vlad Niculae, Joonsuk Park, Claire Cardie. "Argument Mining with Structured SVMs and RNNs". ACL2017 
--- &handref(2017/disco/disco-20171109-preisert.pdf,Annotated Paper); 


- Thu 11/2, 14:40-
// NG: 井之上 (査読)
// NG: 横井 (IBIS)
-- 白井
--- Zhang, Meishan, Yue Zhang, and Duy-Tin Vo. "Gated Neural Networks for Targeted Sentiment Analysis." AAAI. 2016.
--- [[paper>https://dl.acm.org/citation.cfm?id=3016334]], &handref(2017/disco/disco-20171102-shirai.pdf, annotated paper);, &handref(2017/disco/disco-20171102-shirai2.pdf,introduction); 
-- 議題:コマ変更(総合研究会かKIAIに合わせる?&乾さん居る日) → 総合研究会と同曜日になったのでこのまま。KIAIを動かす?
-- 議題:横井延期 → 11/30に

// - Thu 10/26, 14:40-
// NG: 井之上 (査読)
// NG: Paul (諸々)


- Thu 10/19, ''14:15-'' (開始時刻注意)
-- 赤間
--- Intrinsic Subspace Evaluation of Word Embedding Representations; Yadollah Yaghoobzadeh and Hinrich Schutze. ACL2016
--- [[paper>http://www.aclweb.org/anthology/P16-1023]] [[memo>https://io-lab.esa.io/posts/1006]]
-- 栗林
--- Allen Nie, Erin D. Bennett, Noah D. Goodman. "DisSent: Sentence Representation Learning from Explicit Discourse Relations" arXiv, 2017. 
--- [[arXiv,>https://arxiv.org/pdf/1710.04334.pdf]] &handref(2017/disco/disco-20171019-kuribayashi2.pdf,annotated paper,);, &handref(2017/disco/disco-20171019-kuribayashi3.pdf,memo(sentence representation));

- Tue 10/10, 13:00-
-- 議題:コマ変更(火曜3限→木曜4限)
-- 横井
--- Kelvin Guu, Tatsunori B. Hashimoto, Yonatan Oren, Percy Liang. “Generating Sentences by Editing Prototypes.” arXiv, 2017.
--- [[arXiv>https://arxiv.org/abs/1709.08878v1]], &handref(2017/disco/disco-20171010-yokoi.pdf,annotated paper); 
-- 高橋
--- Melamud, Oren, Jacob Goldberger, and Ido Dagan. “context2vec: Learning Generic Context Embedding with Bidirectional LSTM.” CoNLL. 2016.
--- [[paper>https://pdfs.semanticscholar.org/0a73/a15bf53da196363058196961cd21bc262e8f.pdf]], &handref(2017/disco/disco-20171010-ryo-t.pdf,annotated paper);


- Tue 10/3, 13:00-
-- 栗林 &handref(2017/disco/disco-20171003-kuribayashi.pdf,スライド); 
-- 白井 [[ memo :https://io-lab.esa.io/posts/935]]

- Tue 9/26, 14:40-
-- 赤間
--- Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word   Embeddings; Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, Adam Kalai. NIPS2016
--- [[paper>https://papers.nips.cc/paper/6228-man-is-to-computer-programmer-as-woman-is-to-homemaker-debiasing-word-embeddings.pdf]] [[memo>https://io-lab.esa.io/posts/867]]


- Tue 9/19, 14:40-
-- 吉成
--- Liping Wang , Qing Li , Na Li , Guozhu Dong , Yu Yang.“Substructure Similarity Measurement in Chinese Recipes.”Proceedings of the 17th international conference on World Wide Web. ACM, 2008.
--- [[paper>http://wwwconference.org/www2008/papers/pdf/p979-wang.pdf]], [[memo>https://io-lab.esa.io/posts/869]]

-- 栗林
--- Peter Potash, Alexey Romanov, Anna Rumshisky. Here’s My Point: Joint Pointer Architecture for Argument Mining. EMNLP, 2017.
--- [[paper>http://aclweb.org/anthology/D17-1144]], &handref(2017/disco/disco-20170919-kuribayashi.pdf,annotated paper);, &handref(2017/disco/disco-20170919-kuribayashi.pdf,memo);

- Tue 9/12, 13:00-
-- 横井
--- Ashutosh Modi, Ivan Titov, Vera Demberg, Asad Sayeed, Manfred Pinkal. “Modeling Semantic Expectation: Using Script Knowledge for Referent Prediction.” TACL, 2017.
--- [[ACL anthology>http://aclanthology.info/papers/Q17-1003/modelling-semantic-expectation-using-script-knowledge-for-referent-prediction]], &handref(2017/misc/misc-20170912-yokoi.pdf,annotated paper); 
-- 高橋
--- Benjamin Heinzerling, Nafise Sadat Moosavi and Michael Strube. “Revisiting Selectional Preferences for Coreference Resolution.” EMNLP, 2017.
--- [[ACL anthology>http://aclweb.org/anthology/D17-1139]], &handref(2017/disco/disco-20170912-ryo-t-1.pdf,annotated paper);, &handref(2017/disco/disco-20170912-ryo-t-2.pdf,memo);

----
- ''August: Summer Break''
----

- Thu 7/27, 16:50-
-- Paul 
--- What is the Essence of a Claim? Cross-domain claim identification - Johannes Daxenberger, Steffen Eger, Ivan Habernal, Christian Stab, Iryna Gurevych
--- &handref(2017/disco/disco-20170727-preisert.pdf,内部資料);  [[Paper>https://arxiv.org/abs/1704.07203]]
-- 佐藤: 進捗報告 &handref(2017/disco/disco-20170727-shota-s.pdf,内部資料); 

- Thu 7/13, 16:20-
-- 清野
--- Learning to Compute Word Embeddings On the Fly - Dzmitry Bahdanau, Tom Bosc, Stanisław Jastrzębski, Edward Grefenstette, Pascal Vincent, Yoshua Bengio
--- &handref(2017/disco/disco-20170711-kiyono.pdf,内部資料); [[Paper>https://arxiv.org/abs/1706.00286]]

- Thu 7/6, 16:20-
-- 高橋
--- Donahue, Chris, Zachary C. Lipton, and Julian McAuley. "Dance Dance Convolution." ICLR, 2017.
--- [[arXiv>https://arxiv.org/abs/1703.06891]], &handref(2017/disco/disco-20170706-ryo-t.pdf,annotated paper); 
--- [[MIT Technology Review>https://www.technologyreview.com/s/604000/machine-learning-algorithm-watches-dance-dance-revolution-then-creates-dances-of-its-own/]]

- Thu 6/29, 16:40-
-- 横井
--- [[Maximilian Nickel>http://www.mit.edu/~mnick/]] and [[Douwe Kiela>http://www.cl.cam.ac.uk/~dk427/]]. “Poincaré Embeddings for Learning Hierarchical Representations.” arXiv preprint, 2017.
--- [[arXiv>https://arxiv.org/abs/1705.08039]], &handref(2017/disco/disco-20170629-yokoi.pdf,annotated paper);, [[memo>https://io-lab.esa.io/posts/646]]
-- 稲田
--- Learning to generate one-sentence biographies from Wikidata, Andrew Chisholm et al., EACL2017 
--- [[paper>https://aclweb.org/anthology/E17-1060]], &handref(2017/disco/disco-20170629-kazuaki.inada.pdf,内部資料); 

- Thu 6/22, 16:20-
-- 清野
--- seq2seq+attentionフレームワークの紹介 &handref(2017/disco/disco-20170622-kiyono.html,HTML); &handref(2017/disco/disco-20170622-kiyono.pdf,PDF); 

- Thu 6/15, 16:20-
-- 赤間
--- Automatic conversion of sentence-end expressions for utterance characterization of dialogue systems; Chiaki Miyazaki, Toru Hirano, Ryuichiro Higashinaka, Toshiro Makino and Yoshihiro Matsuo, PACLIC2015
--- [[paper>https://aclweb.org/anthology/Y/Y15/Y15-1035.pdf]] [[memo>https://io-lab.esa.io/posts/596]] 

- Thu 6/1, 16:20-
-- 横井
--- Ben Athiwaratkun and Andrew Gordon Wilson. “Multimodal Word Distributions.” To appear at ACL 2017.
--- [[arXiv>https://arxiv.org/abs/1704.08424]], [[GitHub>https://github.com/benathi/word2gm]], &handref(2017/disco/disco-20170601-yokoi.pdf,annotated paper);
--- 参考:Luke Vilnis and Andrew McCallum. “Word Representations via Gaussian Embeddings.” ICLR 2015.
--- [[arXiv>http://arxiv.org/abs/1412.6623]], [[著者slide>http://www.iclr.cc/lib/exe/fetch.php?media=iclr2015:vilnis-iclr2015.pdf]], &handref(2015/disco/disco-20160209-yokoi.pdf,一昨年の談話資料);

-- 高橋
--- Nafise Sadat Moosavi and Michael Strube. "Lexical Features in Coreference Resolution: To be Used With Caution." To appear in ACL 2017
--- [[arXiv>https://arxiv.org/abs/1704.06779v1]], &handref(2017/disco/disco-20170601-ryo-t.pdf,annotated paper); 

- Thu 5/25, 16:20-
-- (おやすみ; JSAI)

- Thu 5/18, 16:20-
-- Paul
--- Recognizing Insufficiently Supported Arguments in Argumentative Essays; Stab & Gurevych, EACL2017
--- &handref(2017/disco/disco-20170518-preisert.pdf,内部資料); 

- ''Fri 5/12, 17:30-'' (after the weekly research seminar)
-- 清野
--- Get To The Point: Summarization with Pointer-Generator Networks; Abigail See+, To appear in ACL 2017
--- [[Paper>https://arxiv.org/pdf/1704.04368.pdf]], &handref(2017/disco/disco-20170512-kiyono.html,メモ);, [[著者によるブログ記事>http://www.abigailsee.com/2017/04/16/taming-rnns-for-better-summarization.html]]
// -- 議題:来週からの担当割り振り
// --- ポールさん延期
// --- 5/25はおやすみにする?JSAI

- Tue 4/25, 16:20-
-- 赤間
--- Controlling Politeness in Neural Machine Translation via Side Constraints; Rico Sennrich+, NAACL2016
--- [[paper>http://homepages.inf.ed.ac.uk/abmayne/publications/sennrich2016NAACL.pdf]] [[memo>https://io-lab.esa.io/posts/498]] 
-- 稲田  
--- Fandong Meng et.al., Interactive Attention for Neural Machine Translation, COLING, 2016
--- [[paper>http://www.aclweb.org/anthology/C16-1205]] &handref(2017/disco/disco-20170425-kazuaki.inada.pdf,内部資料); 

- Tue 4/18, 16:20-
-- 横井
--- S. Zhao, et al. "Constructing and embedding abstract event causality networks from text snippets." WSDM, 2017.
--- [[ACM>http://dl.acm.org/citation.cfm?id=3018707]], &handref(2017/disco/disco-20170418-yokoi.pdf,annotated paper); 
-- 高橋
--- Liua, Quan, et al. "Commonsense Knowledge Enhanced Embeddings for Solving Pronoun Disambiguation Problems in Winograd Schema Challenge." arXiv preprint arXiv:1611.04146 (2016).
--- [[arXiv>https://arxiv.org/abs/1611.04146]], &handref(2017/disco/disco-20170418-ryo-t_annotated.pdf,annotated paper);, &handref(2017/disco/disco-20170418-ryo-t.pdf,memo); 

- Wed 4/12, 13:00-
-- &handref(2017/disco/disco-20170412-kickoff.pdf,談話研究会の特徴);(横井), &handref(2017/disco/disco-20170412-kickoff2.pdf,談話研究会の興味(井之上さんスライド)); 
-- 研究紹介
--- Paul: &handref(2017/disco/disco-20170412-preisert.pdf,内部資料); 
--- 横井: 関係知識とセグメンテーション &handref(2017/disco/disco-20170412-yokoi.pdf,内部資料); 
--- 高橋: 文脈を理解したい &handref(2017/disco/disco-20170412-ryo-t.pdf,内部資料);
--- 清野: &handref(2017/disco/disco-20170412-kiyono.pdf,内部資料); 
--- 赤間: &handref(2016/misc/misc-20170331-reina.a-bthesis.pdf,内部資料);
--- 稲田: &handref(2017/disco/disco-20170412-kazuaki.inada.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 [#f7f50536]
- v: presented
- (v): assigned

*** 後期 [#a42acc1f]

|         | 1周目 | 2周目 | 3周目 | 4周目 | 5週目 |
| 井之上 | v | v |  |  |  |
| Paul | v | v | v |  |  |
| 横井 | v | v | v |  |  |
| 高橋 | v | v | v | (v) |  |
| 赤間 | v | v | v | v | (v) |
| 白井 | v | v | v |  |  |
| 栗林 | v | v | v | v |  |
| 清野 | v |  |  |  |  |


*** 前期 [#f798d734]

|         | 1周目 | 2周目 | 3周目 |
| Paul | v | v |  |
| 稲田 | v | v |  |
| 横井 | v | v | v |
| 高橋 | v | v | v |
| 佐藤 | v |  | |
| 清野 | v | v | v |
| 赤間 | v | v |  |

* Past [#z8189f0d]
- [[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]]
- [[Spring 2016-Winter 2017>SIG Discourse/2016]]
- [[Spring 2015-Winter 2016>SIG Discourse/2015]]
- [[Spring 2014-Winter 2015>SIG Discourse/2014]]
- [[Spring 2013-Winter 2014>SIG Discourse/2013]]
- [[Spring 2012-Winter 2013>SIG Discourse/2012]]
- [[Spring 2011-Winter 2012>SIG Discourse/2011]]
- [[Spring 2010-Winter 2011>SIG Discourse/2010]]


* Links [#z00ca57c]
** Artificial Intelligence [#v0354824]
- 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 [#s814af78]
- 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 [#i6dcc99c]
- [[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 [#uda1c49d]
- 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 [#g0acfc2e]
- 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 [#f58534da]
- [[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 [#ze987d5a]
- 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 [#ve1cb69f]
- 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 [#rf7262cc]
- [[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. [#r0c9bf89]
- [[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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