Summary before 2019 denotes papers before 2019
from 2019 denotes papers from 2019
HOT Concepts in red suggest HOT topics
Year Conf. Concept Cited Paper Authors Url
2019 SIGKDD eval-aspect-factuality 2 Assessing The Factual Accuracy of Generated Text Ben Goodrich, Vinay Rao, Mohammad Saleh, Peter J Liu https://arxiv.org/pdf/1905.13322.pdf
2019 ACL gen-ext 4 Searching for Effective Neural Extractive Summarization: What Works and What's Next Ming Zhong,Pengfei Liu,Danqing Wang,Xipeng Qiu,Xuanjing Huang https://arxiv.org/pdf/1907.03491.pdf
2019 Arxiv abs-abs, sup-unsup 1 SummAE: Zero-Shot Abstractive Text Summarization using Length-Agnostic Auto-Encoders Peter J. Liu, Yu-An Chung, Jie Ren https://arxiv.org/pdf/1910.00998.pdf
2019 Arxiv arch-Transformer, gen-abs, pre-T5 39 Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, Peter J. Liu https://arxiv.org/pdf/1910.10683.pdf
2019 EMNLP eval-aspect-moverScore 2 MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance Wei Zhao, Maxime Peyrard, Fei Liu, Yang Gao, Christian M. Meyer, Steffen Eger https://arxiv.org/pdf/1909.02622.pdf
2017 EMNLP task-video 16 Video Highlight Prediction Using Audience Chat Reactions Cheng-Yang Fu, Joon Lee, Mohit Bansal, Alexander C. Berg https://arxiv.org/pdf/1707.08559.pdf
2019 EMNLP-ws task-highlight 2 Towards Annotating and Creating Sub-Sentence Summary Highlights Kristjan Arumae, Parminder Bhatia, Fei Liu https://arxiv.org/pdf/1910.07659.pdf
2018 EMNLP task-analysis 17 Content Selection in Deep Learning Models of Summarization Chris Kedzie,Kathleen McKeown,Hal Daumé https://arxiv.org/pdf/1810.12343.pdf
2019 Arxiv train-meta 0 Exploring Domain Shift in Extractive Text Summarization Danqing Wang, Pengfei Liu, Ming Zhong, Jie Fu, Xipeng Qiu, Xuanjing Huang https://arxiv.org/pdf/1908.11664.pdf
2019 Arxiv eval-aspect-factuality 0 Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kryściński, Bryan McCann, Caiming Xiong, Richard Socher https://arxiv.org/pdf/1910.12840.pdf
2020 ICLR eval-aspect-bertscore 24 BERTScore: Evaluating Text Generation with BERT Tianyi Zhang, Varsha Kishore, Felix Wu, Kilian Q. Weinberger, Yoav Artzi https://arxiv.org/pdf/1904.09675.pdf
2019 ACL eval-aspect-factuality 1 Ranking Generated Summaries by Correctness: An Interesting but Challenging Application for Natural Language Inference Tobias Falke, Leonardo F. R. Ribeiro, Prasetya Ajie Utama, Ido Dagan, Iryna Gurevych https://www.aclweb.org/anthology/P19-1213.pdf
2019 NAA-CL gen-2stage 0 Jointly Extracting and Compressing Documents with Summary State Representations Afonso Mendes, Shashi Narayan, Sebastião Miranda, Zita Marinho, André F. T. Martins, Shay B. Cohen https://arxiv.org/pdf/1904.02020.pdf
2019 ICML pre-unilm 35 Unified Language Model Pre-training for Natural Language Understanding and Generation Li Dong, Nan Yang, Wenhui Wang, Furu Wei, Xiaodong Liu, Yu Wang, Jianfeng Gao, Ming Zhou, Hsiao-Wuen Hon https://arxiv.org/pdf/1905.03197.pdf
2019 Arxiv pre-gpt 6 Sample Efficient Text Summarization Using a Single Pre-Trained Transformer Urvashi Khandelwal, Kevin Clark, Dan Jurafsky, Lukasz Kaiser
2019 Arxiv pre-bart 5 BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Ves Stoyanov, Luke Zettlemoyer https://arxiv.org/pdf/1910.13461.pdf
2019 EMNLP task-sci 14 SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy, Kyle Lo, Arman Cohan https://arxiv.org/pdf/1903.10676.pdf
2019 ICML pre-mass 56 MASS: Masked Sequence to Sequence Pre-training for Language Generation Kaitao Song, Xu Tan, Tao Qin, Jianfeng Lu, Tie-Yan Liu https://arxiv.org/pdf/1905.02450.pdf
2019 Arxiv pre-pegasus 2 PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang, Yao Zhao, Mohammad Saleh, Peter J. Liu https://arxiv.org/pdf/1912.08777.pdf
2017 CoNLL arch-gnn 61 Graph-based Neural Multi-Document Summarization Michihiro Yasunaga, Rui Zhang, Kshitijh Meelu, Ayush Pareek, Krishnan Srinivasan, Dragomir Radev https://www.aclweb.org/anthology/K17-1045.pdf
2019 Arxiv arch-gnn 0 Discourse-Aware Neural Extractive Model for Text Summarization Jiacheng Xu, Zhe Gan, Yu Cheng, Jingjing Liu https://arxiv.org/pdf/1910.14142.pdf
2019 ICLR arch-gnn 12 Structured Neural Summarization Patrick Fernandes, Miltiadis Allamanis, Marc Brockschmidt https://arxiv.org/pdf/1811.01824.pdf
2019 NAA-CL arch-gnn 10 Text Generation from Knowledge Graphs with Graph Transformers Rik Koncel-Kedziorski, Dhanush Bekal, Yi Luan, Mirella Lapata, Hannaneh Hajishirzi https://arxiv.org/pdf/1904.02342.pdf
2020 Arxiv arch-gnn 0 Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs Leonardo F. R. Ribeiro, Yue Zhang, Claire Gardent, Iryna Gurevych https://arxiv.org/pdf/2001.11003.pdf
2020 Arxiv task-sci 0 Citation Text Generation Kelvin Luu, Rik Koncel-Kedziorski, Kyle Lo, Isabel Cachola, Noah A. Smith https://arxiv.org/pdf/2002.00317.pdf
2015 EMNLP gen-abs 1288 A Neural Attention Model for Abstractive Sentence Summarization Alexander M. Rush,Sumit Chopra,Jason Weston https://arxiv.org/pdf/1509.00685.pdf
2017 ACL arch-rnn 605 Get To The Point: Summarization with Pointer-Generator Networks Abigail See,Peter J. Liu,Christopher D. Manning https://arxiv.org/pdf/1704.04368.pdf
2016 ACL arch-pointer 571 Incorporating Copying Mechanism in Sequence-to-Sequence Learning Jiatao Gu, Zhengdong Lu, Hang Li, Victor O.K. Li https://arxiv.org/pdf/1603.06393.pdf
2016 ACL arch-pointer 285 Pointing the Unknown Words Caglar Gulcehre, Sungjin Ahn, Ramesh Nallapati, Bowen Zhou, Yoshua Bengio https://arxiv.org/pdf/1603.08148.pdf
2016 ACL arch-coverage 362 Modeling Coverage for Neural Machine Translation Zhaopeng Tu, Zhengdong Lu, Yang Liu, Xiaohua Liu, Hang Li https://arxiv.org/pdf/1601.04811.pdf
2018 ICLR nondif-reinforce 453 A Deep Reinforced Model for Abstractive Summarization Romain Paulus,Caiming Xiong,Richard Socher https://arxiv.org/pdf/1705.04304.pdf
2016 ACL task-singledDoc 340 Neural Summarization by Extracting Sentences and Words Jianpeng Cheng,Mirella Lapata https://arxiv.org/pdf/1603.07252.pdf
2017 AAAI arch-rnn 315 SummaRuNNer: A Recurrent Neural Network Based Sequence Model for Extractive Summarization of Documents Ramesh Nallapati,Feifei Zhai,Bowen Zhou https://arxiv.org/pdf/1611.04230.pdf
2019 AAAI sup-unsup 3 Discriminative Feature Learning for Unsupervised Video Summarization Yunjae Jung,Donghyeon Cho,Dahun Kim,Sanghyun Woo,In-So Kweon https://arxiv.org/pdf/1811.09791.pdf
2014 NIPS sup-sup 222 Diverse Sequential Subset Selection for Supervised Video Summarization Boqing Gong,Wei-Lun Chao,Kristen Grauman,Fei Sha https://pdfs.semanticscholar.org/3ddd/140e1519f6e8f9b2b917ccb04478f32dcf1d.pdf
2015 EMNLP data-new 105 LCSTS: A Large Scale Chinese Short Text Summarization Dataset Baotian Hu,Qingcai Chen,Fangze Zhu https://arxiv.org/pdf/1506.05865.pdf
2018 EMNLP data-new 36 Don’t Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Shashi Narayan, Shay B. Cohen, Mirella Lapata https://www.aclweb.org/anthology/D18-1206.pdf
2016 NAA-CL data-new 42 Neural Network-Based Abstract Generation for Opinions and Arguments Lu Wang, Wang Ling https://www.aclweb.org/anthology/N16-1007.pdf
2019 NAA-CL gen-abs, data-new 10 Abstractive Summarization of Reddit Posts with Multi-level Memory Networks Byeongchang Kim,Hyunwoo Kim,Gunhee Kim https://arxiv.org/pdf/1811.00783.pdf
2019 ACL gen-abs, data-new 2 BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent Summarization Eva Sharma,Chen Li,Lu Wang https://arxiv.org/pdf/1906.03741.pdf
2016 CoNLL gen-abs, data-new 685 Abstractive Text Summarization using Sequence-to-sequence RNNs and Beyond Ramesh Nallapati, Bowen Zhou, Cicero dos Santos, Çağlar Gu̇lçehre, Bing Xiang https://www.aclweb.org/anthology/K16-1028.pdf
2018 NAA-CL task-sci 44 A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents Arman Cohan,Franck Dernoncourt,Doo Soon Kim,Trung Bui,Seokhwan Kim,Walter Chang,Nazli Goharian https://arxiv.org/pdf/1804.05685.pdf
2018 NAA-CL task-longtext 51 Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategies Max Grusky, Mor Naaman, Yoav Artzi https://arxiv.org/pdf/1804.11283.pdf
2019 EMNLP-ws data-new 0 BillSum: A Corpus for Automatic Summarization of US Legislation Anastassia Kornilova, Vlad Eidelman https://arxiv.org/pdf/1910.00523.pdf
2019 EMNLP gen-abs 0 SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization Prakhar Ganesh,Saket Dingliwal https://arxiv.org/pdf/1902.01615.pdf
2019 EMNLP train-multilingual 0 Global Voices: Crossing Borders in Automatic News Summarization Khanh Nguyen,Hal Daumé https://arxiv.org/pdf/1910.00421.pdf
2018 ICLR data-new 141 Generating Wikipedia by Summarizing Long Sequences Peter J. Liu, Mohammad Saleh, Etienne Pot, Ben Goodrich, Ryan Sepassi, Lukasz Kaiser, Noam Shazeer https://arxiv.org/pdf/1801.10198.pdf
2019 AAAI task-sci, data-new 0 ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks Michihiro Yasunaga, Jungo Kasai, Rui Zhang, Alexander R. Fabbri, Irene Li, Dan Friedman, Dragomir R. Radev https://arxiv.org/pdf/1909.01716.pdf
2019 ACL data-new 5 Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model Alexander R. Fabbri,Irene Li,Tianwei She,Suyi Li,Dragomir R. Radev https://arxiv.org/pdf/1906.01749.pdf
2018 Arxiv data-new 12 WikiHow: A Large Scale Text Summarization Dataset Mahnaz Koupaee, William Yang Wang https://arxiv.org/pdf/1810.09305.pdf
2017 ACL data-new 14 Understanding and Detecting Supporting Arguments of Diverse Types Xinyu Hua, Lu Wang https://www.aclweb.org/anthology/P17-2032.pdf
2017 ACL data-new 49 Diversity driven Attention Model for Query-based Abstractive Summarization Preksha Nema, Mitesh Khapra, Anirban Laha, Balaraman Ravindran
2019 NAA-CL data-new 1 Recommendations for Datasets for Source Code Summarization Alexander LeClair, Collin McMillan https://arxiv.org/pdf/1904.02660.pdf
2019 ACL data-new 2 TalkSumm: A Dataset and Scalable Annotation Method for Scientific Paper Summarization Based on Conference Talks Guy Lev, Michal Shmueli-Scheuer, Jonathan Herzig, Achiya Jerbi, David Konopnicki https://arxiv.org/pdf/1906.01351.pdf
2019 ACL data-new 2 Inducing Document Structure for Aspect-based Summarization Lea Frermann, Alexandre Klementiev https://www.aclweb.org/anthology/P19-1630.pdf
2019 EMNLP data-new 0 How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing Shen Gao, Xiuying Chen, Piji Li, Zhangming Chan, Dongyan Zhao, Rui Yan https://arxiv.org/pdf/1909.08837.pdf
2018 NAA-CL data-new 2 A Dataset of Peer Reviews (PeerRead): Collection, Insights and NLP Applications Dongyeop Kang, Waleed Ammar, Bhavana Dalvi, Madeleine van Zuylen, Sebastian Kohlmeier, Eduard Hovy, Roy Schwartz https://arxiv.org/pdf/1804.09635.pdf
2019 ACL task-multimodal 3 Multimodal Abstractive Summarization for How2 Videos Shruti Palaskar,Jindřich Libovický,Spandana Gella,Florian Metze https://arxiv.org/pdf/1906.07901.pdf
2020 AAAI gen-abs 0 Joint Parsing and Generation for Abstractive Summarization Kaiqiang Song,Logan Lebanoff,Qipeng Guo,Xipeng Qiu,Xiangyang Xue,Chen Li,Dong Yu,Fei Liu https://arxiv.org/pdf/1911.10389.pdf
2020 AAAI pre-bert 1 Controlling the Amount of Verbatim Copying in Abstractive Summarization Kaiqiang Song,Bingqing Wang,Zhe Feng,Liu Ren,Fei Liu https://arxiv.org/pdf/1911.10390.pdf
2020 AAAI task-senCompre 0 Syntactically Look-Ahead Attention Network for Sentence Compression Hidetaka Kamigaito,Manabu Okumura https://arxiv.org/pdf/2002.01145.pdf
2019 AAAI gen-abs 5 Abstractive Text Summarization by Incorporating Reader Comments Shen Gao,Xiuying Chen,Piji Li,Zhaochun Ren,Lidong Bing,Dongyan Zhao,Rui Yan https://arxiv.org/pdf/1812.05407.pdf
2019 AAAI data-new 1 Towards Personalized Review Summarization via User-Aware Sequence Network Junjie Li,Haoran Li,Chengqing Zong https://pdfs.semanticscholar.org/d269/717aecdcdd0e484dddc02699b407ce756d62.pdf
2019 AAAI arch-cnn 5 DeepChannel: Salience Estimation by Contrastive Learning for Extractive Document Summarization Jiaxin Shi,Chen Liang,Lei Hou,Juan-Zi Li,Zhiyuan Liu,Hanwang Zhang https://arxiv.org/pdf/1811.02394.pdf
2019 AAAI other 0 Generating Character Descriptions for Automatic Summarization of Fiction Anna Kazantseva https://pdfs.semanticscholar.org/5ab3/0d3452f16fef36f1da7fc63ae24bef119904.pdf
2019 AAAI task-video 6 Cycle-SUM: Cycle-Consistent Adversarial LSTM Networks for Unsupervised Video Summarization Li Yuan,Francis EH Tay,Ping Li,Li Zhou,Jiashi Feng https://arxiv.org/pdf/1904.08265.pdf
2019 AAAI other 1 Abstractive Summarization: A Survey of the State of the Art Hui Lin,Vincent Ng https://doi.org/10.1609/aaai.v33i01.33019815
2019 AAAI other 0 A Multi-Task Learning Framework for Abstractive Text Summarization Yao Lu,Linqing Liu,Zhile Jiang,Min Yang,Randy Goebel https://doi.org/10.1609/aaai.v33i01.33019987
2019 ACL arch-transformer 4 Improving Abstractive Document Summarization with Salient Information Modeling Yongjian You,Weijia Jia,Tianyi Liu,Wenmian Yang https://pdfs.semanticscholar.org/cbf9/07906a60184f38a85db51c3f8c2ce99dca0b.pdf
2019 ACL sup-sup 2 Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking Masaru Isonuma,Junichiro Mori,Ichiro Sakata https://arxiv.org/pdf/1906.05691.pdf
2019 ACL arch-graph 1 Sentence Centrality Revisited for Unsupervised Summarization Hao Zheng,Mirella Lapata https://arxiv.org/pdf/1906.03508.pdf
2019 ACL train-template 1 BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization Kai Wang,Xiaojun Quan,Rui Wang https://arxiv.org/pdf/1906.05012.pdf
2019 ACL task-multiDoc 4 Hierarchical Transformers for Multi-Document Summarization Yang Liu,Mirella Lapata https://arxiv.org/pdf/1905.13164.pdf
2019 ACL gen-abs 1 Abstractive text summarization based on deep learning and semantic content generalization Panagiotis Kouris,Georgios Alexandridis,Andreas Stafylopatis https://pdfs.semanticscholar.org/50ce/1595e8daf95ea031b91237d0ed21e1525787.pdf
2019 ACL eval-aspect-redundancy 6 A Simple Theoretical Model of Importance for Summarization Maxime Peyrard https://pdfs.semanticscholar.org/14c3/71d359aed214b87b7a40bdbe7bfeb2968973.pdf
2019 ACL other 2 HighRES: Highlight-based Reference-less Evaluation of Summarization Hardy,Shashi Narayan,Andreas Vlachos https://arxiv.org/pdf/1906.01361.pdf
2019 ACL eval-metric-rouge 8 HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization Xingxing Zhang,Furu Wei,Ming Zhou https://arxiv.org/pdf/1905.06566.pdf
2019 ACL gen-abs, arch-cnn 5 Scoring Sentence Singletons and Pairs for Abstractive Summarization Logan Lebanoff,Kaiqiang Song,Franck Dernoncourt,Doo Soon Kim,Seokhwan Kim,Walter Chang,Fei Liu https://arxiv.org/pdf/1906.00077.pdf
2019 ACL task-multiDoc 3 Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document Summarization Sangwoo Cho,Logan Lebanoff,Hassan Foroosh,Fei Liu https://arxiv.org/pdf/1906.00072.pdf
2019 ACL arch-att 6 Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention Xiangyu Duan,Mingming Yin,Min Zhang,Boxing Chen,Weihua Luo https://pdfs.semanticscholar.org/8011/68a3f084b385d418b38fc9d877bc57cc545a.pdf
2019 ACL gen-abs, task-singledDoc, arch-cnn, eval-metric-rouge 3 Global Optimization under Length Constraint for Neural Text Summarization Takuya Makino,Tomoya Iwakura,Hiroya Takamura,Manabu Okumura https://pdfs.semanticscholar.org/8d92/c3e1687af5ad7eddc1ffe50728b64e7b3b5b.pdf
2019 ACL train-multimodal 1 Keep Meeting Summaries on Topic: Abstractive Multi-Modal Meeting Summarization Manling Li,Lingyu Zhang,Heng Ji,Richard J. Radke https://pdfs.semanticscholar.org/8c2f/5ed9efe3985ded8ee724dffc6ebf1f082493.pdf
2019 ACL other 1 Studying Summarization Evaluation Metrics in the Appropriate Scoring Range Maxime Peyrard https://pdfs.semanticscholar.org/cca4/2b7e53a2d5e5c0f995735043e84a3b1cc89c.pdf
2019 ACL gen-ext, gen-abs, sup-sup, sup-unsup 1 Simple Unsupervised Summarization by Contextual Matching Jiawei Zhou,Alexander M. Rush https://arxiv.org/pdf/1907.13337.pdf
2019 ACL gen-ext, sup-sup, arch-cnn 1 Self-Supervised Learning for Contextualized Extractive Summarization Hong Wang,Xin Wang,Wenhan Xiong,Mo Yu,Xiaoxiao Guo,Shiyu Chang,William Yang Wang https://arxiv.org/pdf/1906.04466.pdf
2019 ACL task-question 0 On the Summarization of Consumer Health Questions Asma Ben Abacha,Dina Demner-Fushman https://pdfs.semanticscholar.org/2dad/078c48278da520d5bd67ed2e4fca0ef85e83.pdf
2019 ACL task-opinion 0 Not All Reviews Are Equal: Towards Addressing Reviewer Biases for Opinion Summarization Wenyi Tay https://pdfs.semanticscholar.org/d3fe/c2b47051ab07e43af6462c62566e053df033.pdf
2019 ACL gen-ext, eval-metric-rouge 0 STRASS: A Light and Effective Method for Extractive Summarization Based on Sentence Embeddings Léo Bouscarrat,Antoine Bonnefoy,Thomas Peel,Cecile Pereira https://arxiv.org/pdf/1907.07323.pdf
2019 ACL task-knowledge 0 A Modular Tool for Automatic Summarization Valentin Nyzam,Aurélien Bossard https://pdfs.semanticscholar.org/6d51/d8a0f5ad5ac1dce9afd321aee2d85349c5b0.pdf
2019 EMNLP gen-ext, gen-abs, task-singledDoc, pre-bert 1 An Entity-Driven Framework for Abstractive Summarization Eva Sharma,Luyang Huang,Zhe Hu,Lu Wang https://arxiv.org/pdf/1909.02059.pdf
2019 EMNLP gen-abs, nondif-reinforce, eval-metric-rouge 1 Answers Unite! Unsupervised Metrics for Reinforced Summarization Models Thomas Scialom,Sylvain Lamprier,Benjamin Piwowarski,Jacopo Staiano https://arxiv.org/pdf/1909.01610.pdf
2019 EMNLP arch-att 0 Attribute-aware Sequence Network for Review Summarization Junjie Li,Xuepeng Wang,Dawei Yin,Chengqing Zong https://pdfs.semanticscholar.org/1bad/13a444f3b1fc43eb79892fecf8363d4d7eee.pdf
2019 EMNLP gen-abs, sup-sup, task-knowledge, arch-pointer 0 Concept Pointer Network for Abstractive Summarization Wang Wenbo,Yang Gao,Huang Heyan,Yuxiang Zhou https://arxiv.org/pdf/1910.08486.pdf
2019 EMNLP gen-abs, arch-att 0 Contrastive Attention Mechanism for Abstractive Sentence Summarization Xiangyu Duan,Hongfei Yu,Mingming Yin,Min Zhang,Weihua Luo,Yue Zhang https://arxiv.org/pdf/1910.13114.pdf
2019 EMNLP gen-ext, gen-abs, task-sci, task-longtext, eval-metric-rouge 0 Extractive Summarization of Long Documents by Combining Global and Local Context Wen Xiao,Giuseppe Carenini https://arxiv.org/pdf/1909.08089.pdf
2019 EMNLP gen-ext 0 Improving Latent Alignment in Text Summarization by Generalizing the Pointer Generator Xiaoyu Shen,Yang Zhao,Hui Chia Su,Dietrich Klakow https://pdfs.semanticscholar.org/38f5/7d726a0812ca0ba279af9e5fd2281c71fd79.pdf
2019 EMNLP train-multitask 0 NCLS: Neural Cross-Lingual Summarization Junnan Zhu,Qian Wang,Yining Wang,Yu Fang Zhou,Jiajun Zhang,Shaonan Wang,Chengqing Zong https://arxiv.org/pdf/1909.00156.pdf
2019 EMNLP gen-ext, gen-2stage, task-singledDoc, arch-cnn, eval-metric-rouge 8 Neural Extractive Text Summarization with Syntactic Compression Jiacheng Xu,Greg Durrett https://arxiv.org/pdf/1902.00863.pdf
2019 EMNLP arch-att, train-multitask, eval-aspect-factuality 6 Neural Text Summarization: A Critical Evaluation Wojciech Kryscinski,Nitish Shirish Keskar,Bryan McCann,Caiming Xiong,Richard Socher https://arxiv.org/pdf/1908.08960.pdf
2019 EMNLP gen-ext, gen-2stage, arch-cnn, nondif-reinforce, eval-metric-rouge 0 Reading Like HER: Human Reading Inspired Extractive Summarization Ling Luo,Xiang Ao,Y. S. Song,Feiyang Pan,Min Yang,Qing He https://pdfs.semanticscholar.org/3088/0653c7a39dd234b0f3edf4eb72a5e8961a9d.pdf
2019 EMNLP task-multiDoc, arch-rnn 0 Subtopic-Driven Multi-Document Summarization Xin Zheng,Aixin Sun,Jing Li,Karthik Muthuswamy https://pdfs.semanticscholar.org/f5c4/c5e0dcdb9d4aed2cd9616b7a903a53dfc5fa.pdf
2019 EMNLP other 0 Summary Cloze: A New Task for Content Selection in Topic-Focused Summarization Daniel Deutsch,Dan Roth https://pdfs.semanticscholar.org/3011/91fa17caaa3f9400b1722e196bee75b778ac.pdf
2019 EMNLP gen-ext, gen-abs, gen-2stage, arch-transformer 12 Text Summarization with Pretrained Encoders Yang Liu,Mirella Lapata https://arxiv.org/pdf/1908.08345.pdf
2019 EMNLP train-multilingual 0 Abstract Text Summarization: A Low Resource Challenge Shantipriya Parida,Petr Motlícek https://pdfs.semanticscholar.org/b699/32bd355beb359557d9f988dfb84cc361e605.pdf
2019 EMNLP gen-abs, arch-cnn, arch-att 0 Attention Optimization for Abstractive Document Summarization Min Gui,Junfeng Tian,Rui Wang,Zhenglu Yang https://arxiv.org/pdf/1910.11491.pdf
2019 EMNLP gen-ext, nondif-reinforce, eval-metric-rouge 1 Countering the effects of lead bias in news summarization via multi-stage training and auxiliary losses M. E. Grenander,Yue Dong,Jackie Chi Kit Cheung,Annie Louis https://arxiv.org/pdf/1909.04028.pdf
2019 EMNLP gen-abs, arch-cnn, nondif-reinforce, eval-metric-rouge 1 Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization Siyao Li,Deren Lei,Pengda Qin,William Yang Wang https://arxiv.org/pdf/1909.00141.pdf
2019 EMNLP pre-elmo 0 The Feasibility of Embedding Based Automatic Evaluation for Single Document Summarization Simeng Sun,Ani Nenkova https://pdfs.semanticscholar.org/584b/9e321c8f82fed514f70b10313b5fd971b277.pdf
2019 EMNLP gen-ext, sup-sup, sup-unsup, arch-transformer 1 BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle Peter West,Ari Holtzman,Jan Buys,Yejin Choi https://arxiv.org/pdf/1909.07405.pdf
2019 EMNLP task-query 0 A Summarization System for Scientific Documents Shai Erera,Michal Shmueli-Scheuer,Guy Feigenblat,Ora Peled Nakash,Odellia Boni,Haggai Roitman,Doron Cohen,Bar Weiner,Yosi Mass,Or Rivlin,Guy Lev,Achiya Jerbi,Jonathan Herzig,Yufang Hou,Charles Jochim,Martin Gleize,Francesca Bonin,David Konopnicki https://arxiv.org/pdf/1908.11152.pdf
2019 EMNLP gen-ext, gen-abs, arch-cnn, pre-bert, eval-metric-rouge 0 Summary Level Training of Sentence Rewriting for Abstractive Summarization Sanghwan Bae,Taeuk Kim,Jihoon Kim,Sang-goo Lee https://arxiv.org/pdf/1909.08752.pdf
2019 EMNLP other 0 Learning to Create Sentence Semantic Relation Graphs for Multi-Document Summarization Diego Antognini,Boi Faltings https://arxiv.org/pdf/1909.12231.pdf
2019 EMNLP gen-abs, sup-sup, sup-unsup, task-multiDoc, arch-rnn 0 Unsupervised Aspect-Based Multi-Document Abstractive Summarization Maximin Coavoux,Hady ElSahar,Matthias Gallé https://pdfs.semanticscholar.org/c605/fa1e3618c35c98b63398c25a04b9936da1e3.pdf
2019 EMNLP gen-ext, gen-abs, arch-att, eval-aspect-redundancy 1 An Editorial Network for Enhanced Document Summarization Edward Moroshko,Guy Feigenblat,Haggai Roitman,David Konopnicki https://arxiv.org/pdf/1902.10360.pdf
2019 EMNLP gen-ext 1 A Closer Look at Data Bias in Neural Extractive Summarization Models Ming Zhong,Danqing Wang,Pengfei Liu,Xipeng Qiu,Xuanjing Huang https://arxiv.org/pdf/1909.13705.pdf
2019 EMNLP gen-ext, pre-elmo, pre-bert 0 Multi-Document Summarization with Determinantal Point Processes and Contextualized Representations Sangwoo Cho,Chen Li,D. H. Yu,Hassan Foroosh,Fei Liu https://arxiv.org/pdf/1910.11411.pdf
2019 EMNLP gen-abs 2 Analyzing Sentence Fusion in Abstractive Summarization Logan Lebanoff,John Muchovej,Franck Dernoncourt,Doo Soon Kim,Seokhwan Kim,Walter Chang,Fei Liu https://arxiv.org/pdf/1910.00203.pdf
2019 EMNLP gen-ext, arch-cnn, arch-transformer 0 Exploiting Discourse-Level Segmentation for Extractive Summarization Zhengyuan Liu,Nancy F. Chen https://pdfs.semanticscholar.org/6b34/426d7609452d2d39299cefd3a1bcf1029ce2.pdf
2019 EMNLP gen-abs, task-singledDoc, arch-cnn, arch-transformer, arch-att, eval-aspect-factuality 0 Transformer-based Model for Single Documents Neural Summarization Elozino Egonmwan,Yllias Chali https://pdfs.semanticscholar.org/1401/dabdf177352d54467576832d0d767ecff795.pdf
2019 EMNLP task-senCompre 0 Cross-Task Knowledge Transfer for Query-Based Text Summarization Elozino Egonmwan,Vittorio Castelli,Md Arafat Sultan https://pdfs.semanticscholar.org/5913/88f994543ca03fb99b91d6d93421c2304d8c.pdf
2019 ICML gen-ext, gen-abs, sup-sup, sup-unsup, task-multiDoc 7 MeanSum: A Neural Model for Unsupervised Multi-Document Abstractive Summarization Eric Chu,Peter J. Liu https://pdfs.semanticscholar.org/f5af/fe0ba254aad17a0481522c4378636b84a3da.pdf
2019 ICML other 17 Fair k-Center Clustering for Data Summarization Matthäus Kleindessner,Pranjal Awasthi,Jamie Morgenstern https://arxiv.org/pdf/1901.08628.pdf
2019 NAA-CL train-lowresource 3 A Robust Abstractive System for Cross-Lingual Summarization Jessica Ouyang,Boya Song,Kathleen McKeown https://pdfs.semanticscholar.org/a79d/7b0bbabe28ea8cc4e8fbcd73a5b43d29782c.pdf
2019 NAA-CL task-multiDoc 0 Fast Concept Mention Grouping for Concept Map-based Multi-Document Summarization Tobias Falke,Iryna Gurevych https://pdfs.semanticscholar.org/0618/964c3a84a6bb34a40c725caae6c5c2cc1651.pdf
2019 NAA-CL gen-ext, sup-sup, task-multimodal, task-video 6 Guiding Extractive Summarization with Question-Answering Rewards Kristjan Arumae,Fei Liu https://arxiv.org/pdf/1904.02321.pdf
2019 NAA-CL gen-abs, sup-sup, sup-unsup, task-sci 2 Keyphrase Generation: A Text Summarization Struggle Erion Çano,Ondrej Bojar https://arxiv.org/pdf/1904.00110.pdf
2019 NAA-CL gen-abs, arch-cnn, eval-metric-rouge 4 Question Answering as an Automatic Evaluation Metric for News Article Summarization Matan Eyal,Tal Baumel,Michael Elhadad https://arxiv.org/pdf/1906.00318.pdf
2019 NAA-CL other 6 Single Document Summarization as Tree Induction Yang Liu,Ivan Titov,Mirella Lapata https://pdfs.semanticscholar.org/6f8d/ff0ff99397e5833d12b1c300474b07e77eae.pdf
2019 NAA-CL other 0 Crowdsourcing Lightweight Pyramids for Manual Summary Evaluation Ori Shapira,David Gabay,Yang Gao,Hadar Ronen,Ramakanth Pasunuru,Mohit Bansal,Yael Amsterdamer,Ido Dagan https://arxiv.org/pdf/1904.05929.pdf
2019 NAA-CL eval-metric-rouge 2 How to Compare Summarizers without Target Length? Pitfalls, Solutions and Re-Examination of the Neural Summarization Literature Simeng Sun,Ori Shapira,Ido Dagan,Ani Nenkova https://pdfs.semanticscholar.org/c6fb/8d0b8d4eefa4a2fd8a4c44d0103bd24c1401.pdf
2018 ACL gen-ext, gen-abs, arch-att, eval-metric-rouge 46 A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss Wan Ting Hsu,Chieh-Kai Lin,Ming-Ying Lee,Kerui Min,Jing Tang,Min Sun https://arxiv.org/pdf/1805.06266.pdf
2018 ACL gen-ext, arch-pointer 15 Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer Networks Aishwarya Jadhav,Vaibhav Rajan https://pdfs.semanticscholar.org/f5f8/2b5e42768a25246b0f7ba4c59f6c522fc892.pdf
2018 ACL train-template 35 Retrieve, Rerank and Rewrite: Soft Template Based Neural Summarization Ziqiang Cao,Wenjie Li,Sujian Li,Furu Wei https://pdfs.semanticscholar.org/c93b/8518204ef722f4c749628023c6d5d061a5fa.pdf
2018 ACL gen-ext, arch-cnn 45 Neural Document Summarization by Jointly Learning to Score and Select Sentences Qingyu Zhou,Nan Yang,Furu Wei,Shaohan Huang,Ming Zhou,Tiejun Zhao https://arxiv.org/pdf/1807.02305.pdf
2018 ACL gen-abs, sup-sup, sup-unsup, task-senCompre, task-knowledge, arch-graph 13 Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression Guokan Shang,Wensi Ding,Zekun Zhang,Antoine Jean-Pierre Tixier,Polykarpos Meladianos,Michalis Vazirgiannis,Jean-Pierre Lorré https://arxiv.org/pdf/1805.05271.pdf
2018 ACL gen-abs, arch-cnn, arch-graph, nondif-reinforce 101 Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting Yen-Chun Chen,Mohit Bansal https://arxiv.org/pdf/1805.11080.pdf
2018 ACL gen-abs, train-multitask, eval-aspect-redundancy 31 Soft Layer-Specific Multi-Task Summarization with Entailment and Question Generation Han Guo,Ramakanth Pasunuru,Mohit Bansal https://arxiv.org/pdf/1805.11004.pdf
2018 ACL gen-abs, arch-cnn 40 Global Encoding for Abstractive Summarization Junyang Lin,Xu Sun,Shuming Ma,Qi Su https://arxiv.org/pdf/1805.03989.pdf
2018 ACL gen-abs 16 Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization Shuming Ma,Xu Sun,Junyang Lin,Houfeng Wang https://arxiv.org/pdf/1805.04869.pdf
2018 ACL gen-abs, task-opinion, train-multilingual 4 Towards Opinion Summarization of Customer Reviews Samuel Pecar https://pdfs.semanticscholar.org/39f8/972de7352acb6fa49bc822488233c3df71fe.pdf
2018 ACL gen-abs, sup-sup, sup-unsup, arch-graph 6 Unsupervised Semantic Abstractive Summarization Shibhansh Dohare,Vivek Gupta,Harish Karnick https://pdfs.semanticscholar.org/a895/e96b52d2ff0c9365106a94c780a017cf9a58.pdf
2018 ACL gen-ext, nondif-reinforce 4 Reinforced Extractive Summarization with Question-Focused Rewards Kristjan Arumae,Fei Liu https://arxiv.org/pdf/1805.10392.pdf
2018 ACL task-control 54 Controllable Abstractive Summarization Angela Fan,David Grangier,Michael Auli https://arxiv.org/pdf/1711.05217.pdf
2018 EMNLP gen-abs, eval-metric-rouge 6 Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning Representation Hardy,Andreas Vlachos https://arxiv.org/pdf/1808.09160.pdf
2018 EMNLP latent-vae 21 Neural Latent Extractive Document Summarization Xingxing Zhang,Mirella Lapata,Furu Wei,Ming Zhou https://arxiv.org/pdf/1808.07187.pdf
2018 EMNLP gen-ext, gen-abs 6 On the Abstractiveness of Neural Document Summarization Fangfang Zhang,Jin-ge Yao,Rui Yan https://pdfs.semanticscholar.org/99ea/0837b8be4583366156d3a83f83c0b41d9eb0.pdf
2018 EMNLP gen-ext, task-multimodal 1 Harnessing Popularity in Social Media for Extractive Summarization of Online Conversations Ryuji Kano,Yasuhide Miura,Motoki Taniguchi,Yan-Ying Chen,Francine Chen,Tomoko Ohkuma https://pdfs.semanticscholar.org/3bc8/78cff3c817b689ede7ba737fc72e7ac3fcfc.pdf
2018 EMNLP task-sci, arch-graph, arch-att 5 Neural Related Work Summarization with a Joint Context-driven Attention Mechanism Yongzhen Wang,Xiaozhong Liu,Zheng Gao https://arxiv.org/pdf/1901.09492.pdf
2018 EMNLP gen-abs, task-multimodal 14 Improving Neural Abstractive Document Summarization with Explicit Information Selection Modeling Wei Li,Xinyan Xiao,Yajuan Lyu,Yuanzhuo Wang https://pdfs.semanticscholar.org/1363/c78901f7204047241768af8c13e49f405625.pdf
2018 EMNLP gen-abs, task-knowledge, eval-aspect-factuality 38 Improving Abstraction in Text Summarization Wojciech Kryscinski,Romain Paulus,Caiming Xiong,Richard Socher https://arxiv.org/pdf/1808.07913.pdf
2018 EMNLP gen-ext, gen-abs, arch-rnn, nondif-reinforce, eval-metric-rouge 19 BanditSum: Extractive Summarization as a Contextual Bandit Yue Dong,Yikang Shen,Eric Crawford,Herke van Hoof,Jackie Chi Kit Cheung https://arxiv.org/pdf/1809.09672.pdf
2018 EMNLP gen-abs, task-multimodal, arch-rnn, arch-att, train-multimodal 5 Abstractive Text-Image Summarization Using Multi-Modal Attentional Hierarchical RNN Jingqiang Chen,Hai Zhuge https://pdfs.semanticscholar.org/f8a5/2cb3d840d7250a87fc9be92be1abaa377d82.pdf
2018 EMNLP task-multimodal 8 Closed-Book Training to Improve Summarization Encoder Memory Yichen Jiang,Mohit Bansal https://arxiv.org/pdf/1809.04585.pdf
2018 EMNLP gen-abs 7 Improving Neural Abstractive Document Summarization with Structural Regularization Wei Li,Xinyan Xiao,Yajuan Lyu,Yuanzhuo Wang https://pdfs.semanticscholar.org/01f8/314c8e03af0afb8391576d1ffb9ed821f199.pdf
2018 EMNLP gen-ext, sup-sup, arch-cnn 5 Iterative Document Representation Learning Towards Summarization with Polishing Xiuying Chen,Shen Gao,Chongyang Tao,Yan Song,Dongyan Zhao,Rui Yan https://arxiv.org/pdf/1809.10324.pdf
2018 EMNLP gen-abs, arch-cnn, arch-att, eval-metric-rouge 97 Bottom-Up Abstractive Summarization Sebastian Gehrmann,Yuntian Deng,Alexander M. Rush https://arxiv.org/pdf/1808.10792.pdf
2018 EMNLP gen-abs, arch-cnn, eval-metric-rouge 8 Controlling Length in Abstractive Summarization Using a Convolutional Neural Network Yizhu Liu,Zhiyi Luo,Kenny Q. Zhu https://pdfs.semanticscholar.org/95ba/8a071cb992efb736be6a8dc26b83266d054e.pdf
2018 EMNLP train-transfer 20 Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document Summarization Logan Lebanoff,Kaiqiang Song,Fei Liu https://arxiv.org/pdf/1808.06218.pdf
2018 EMNLP task-multimodal, arch-att, train-multimodal 3 MSMO: Multimodal Summarization with Multimodal Output Junnan Zhu,Haoran Li,Tianshang Liu,Yu Zhou,Jiajun Zhang,Chengqing Zong https://pdfs.semanticscholar.org/2f10/b647947526c1e6d84fc54fdf741a33f4c1cb.pdf
2018 EMNLP gen-abs, sup-sup, sup-unsup 0 Frustratingly Easy Model Ensemble for Abstractive Summarization Hayato Kobayashi https://pdfs.semanticscholar.org/9727/01c3f7601d253502e0ea7e8227df31d41393.pdf
2018 NAA-CL gen-abs, task-knowledge 11 Entity Commonsense Representation for Neural Abstractive Summarization Reinald Kim Amplayo,Seonjae Lim,Seung-won Hwang https://arxiv.org/pdf/1806.05504.pdf
2018 NAA-CL gen-abs, task-longtext, arch-graph 95 Deep Communicating Agents for Abstractive Summarization Asli Çelikyilmaz,Antoine Bosselut,Xiaodong He,Yejin Choi https://arxiv.org/pdf/1803.10357.pdf
2018 NAA-CL gen-ext, gen-2stage 2 Provable Fast Greedy Compressive Summarization with Any Monotone Submodular Function Shinsaku Sakaue,Tsutomu Hirao,Masaaki Nishino,Masaaki Nagata https://pdfs.semanticscholar.org/de01/77d3cbbb0001d9ac3276c8bcfd09f67a91a6.pdf
2018 NAA-CL gen-ext, gen-abs, task-singledDoc, arch-rnn, arch-cnn, nondif-reinforce, eval-metric-rouge 112 Ranking Sentences for Extractive Summarization with Reinforcement Learning Shashi Narayan,Shay B. Cohen,Mirella Lapata https://arxiv.org/pdf/1802.08636.pdf
2018 NAA-CL task-query 1 Relational Summarization for Corpus Analysis Abram Handler,Brendan T. O'Connor https://pdfs.semanticscholar.org/0b74/af5233b693226c86736ff796b91b3e60f50b.pdf
2018 NAA-CL eval-metric-rouge 6 Which Scores to Predict in Sentence Regression for Text Summarization? Markus Zopf,Eneldo Loza Mencía,Johannes Fürnkranz https://pdfs.semanticscholar.org/7f0c/6325723003f15a49b0982d9dcdc43164deb0.pdf
2018 NAA-CL gen-ext, gen-abs, arch-cnn 28 Guiding Generation for Abstractive Text Summarization Based on Key Information Guide Network Chenliang Li,Weiran Xu,Si Kan Li,Sheng Gao https://pdfs.semanticscholar.org/2770/a733eecdda23c1b3f9408c9202efec4f0da0.pdf
2018 NAA-CL arch-att 9 A Mixed Hierarchical Attention Based Encoder-Decoder Approach for Standard Table Summarization Parag Jain,Anirban Laha,Karthik Sankaranarayanan,Preksha Nema,Mitesh M. Khapra,Shreyas Shetty https://arxiv.org/pdf/1804.07790.pdf
2018 NAA-CL task-query 6 Effective Crowdsourcing for a New Type of Summarization Task Youxuan Jiang,Catherine Finegan-Dollak,Jonathan K. Kummerfeld,Walter S. Lasecki https://pdfs.semanticscholar.org/69ab/6ce4656be944db0e987228a7cb2f449b6ed2.pdf
2018 NAA-CL gen-abs, arch-cnn, nondif-reinforce, eval-metric-rouge, eval-aspect-redundancy 48 Multi-Reward Reinforced Summarization with Saliency and Entailment Ramakanth Pasunuru,Mohit Bansal https://arxiv.org/pdf/1804.06451.pdf
2018 NAA-CL sup-sup, eval-metric-rouge 7 Objective Function Learning to Match Human Judgements for Optimization-Based Summarization Maxime Peyrard,Iryna Gurevych https://pdfs.semanticscholar.org/7ed8/dd8a10ebf1508947c29c1e82f8a0197f9f78.pdf
2018 AAAI task-multimodal, task-video, arch-att 19 Video Summarization via Semantic Attended Networks Huawei Wei,Bingbing Ni,Yichao Yan,Huanyu Yu,Xiaokang Yang,Chen Yao https://pdfs.semanticscholar.org/6ec0/9bad57cc81a71ef7596f57e94ee13b380ae3.pdf
2018 AAAI task-multimodal, task-video 24 Streaming Non-Monotone Submodular Maximization: Personalized Video Summarization on the Fly Baharan Mirzasoleiman,Stefanie Jegelka,Andreas Krause https://arxiv.org/pdf/1706.03583.pdf
2018 AAAI gen-ext, gen-abs, arch-att, eval-aspect-factuality 43 Faithful to the Original: Fact Aware Neural Abstractive Summarization Ziqiang Cao,Furu Wei,Wenjie Li,Sujian Li https://arxiv.org/pdf/1711.04434.pdf
2018 AAAI task-knowledge 2 A Semantic QA-Based Approach for Text Summarization Evaluation Po Hung Chen,Fei Wu,Tong Wang https://arxiv.org/pdf/1704.06259.pdf
2018 AAAI gen-ext, task-multiDoc, eval-metric-rouge 0 Unity in Diversity: Learning Distributed Heterogeneous Sentence Representation for Extractive Summarization Abhishek Kumar Singh,Manish Gupta,Vasudeva Varma https://arxiv.org/pdf/1912.11688.pdf
2018 AAAI gen-ext, eval-aspect-redundancy 3 Twitter Summarization Based on Social Network and Sparse Reconstruction Ruifang He,Xingyi Duan https://pdfs.semanticscholar.org/0904/00e0c6404958f500a51bf52f66ca2b50e694.pdf
2018 AAAI gen-ext, task-opinion, task-knowledge, arch-rnn, train-multitask 4 Cognition-Cognizant Sentiment Analysis With Multitask Subjectivity Summarization Based on Annotators' Gaze Behavior Abhijit Mishra,Srikanth Tamilselvam,Riddhiman Dasgupta,Seema Nagar,Kuntal Dey https://pdfs.semanticscholar.org/ef52/f8f774464961139fd45be462b133255e6147.pdf
2018 AAAI sup-sup, sup-unsup, task-multimodal, task-video, task-opinion, arch-rnn, nondif-reinforce 55 Deep Reinforcement Learning for Unsupervised Video Summarization With Diversity-Representativeness Reward Kaiyang Zhou,Yu Qiao https://arxiv.org/pdf/1801.00054.pdf
2018 AAAI gen-abs, arch-cnn, pre-bert, nondif-reinforce, eval-metric-rouge 42 Generative Adversarial Network for Abstractive Text Summarization Linqing Liu,Yao Lu,Min Yang,Qiang Qu,Jia Zhu,Hongyan Li https://arxiv.org/pdf/1711.09357.pdf
2018 ICML task-multimodal 28 Fair and Diverse DPP-Based Data Summarization L. Elisa Celis,Vijay Keswani,Damian Straszak,Amit Deshpande,Tarun Kathuria,Nisheeth K. Vishnoi https://arxiv.org/pdf/1802.04023.pdf
2018 ICML gen-2stage 10 Data Summarization at Scale: A Two-Stage Submodular Approach Marko Mitrovic,Ehsan Kazemi,Morteza Zadimoghaddam,Amin Karbasi https://arxiv.org/pdf/1806.02815.pdf
2018 ICML other 15 Scalable Deletion-Robust Submodular Maximization: Data Summarization with Privacy and Fairness Constraints Ehsan Kazemi,Morteza Zadimoghaddam,Amin Karbasi https://pdfs.semanticscholar.org/6259/9f741551c1f8a12336714f6cd7d4a7004e54.pdf
2017 ACL gen-ext, gen-abs, task-query, arch-att 46 Diversity driven attention model for query-based abstractive summarization Preksha Nema,Mitesh M. Khapra,Anirban Laha,Balaraman Ravindran https://arxiv.org/pdf/1704.08300.pdf
2017 ACL gen-ext, sup-sup, task-multiDoc 6 Supervised Learning of Automatic Pyramid for Optimization-Based Multi-Document Summarization Maxime Peyrard,Judith Eckle-Kohler https://pdfs.semanticscholar.org/fff9/8a5851431593f40945b4c49ec969888bce62.pdf
2017 ACL gen-abs, arch-cnn 106 Selective Encoding for Abstractive Sentence Summarization Qingyu Zhou,Nan Yang,Furu Wei,Ming Zhou https://arxiv.org/pdf/1704.07073.pdf
2017 ACL gen-ext, gen-abs, arch-graph, arch-att 111 Abstractive Document Summarization with a Graph-Based Attentional Neural Model Jiwei Tan,Xiaojun Wan,Jianguo Xiao https://pdfs.semanticscholar.org/c624/c38e53f321a6df2d16bd707499ce744ca114.pdf
2017 ACL gen-ext, gen-2stage, eval-metric-rouge 4 Oracle Summaries of Compressive Summarization Tsutomu Hirao,Masaaki Nishino,Masaaki Nagata https://pdfs.semanticscholar.org/37eb/67de02a79855de24420d391efd025ebaa89a.pdf
2017 ACL arch-att 27 Improving Semantic Relevance for Sequence-to-Sequence Learning of Chinese Social Media Text Summarization Shuming Ma,Xu Sun,Jingjing Xu,Houfeng Wang,Wenjie Li,Qi Su https://arxiv.org/pdf/1706.02459.pdf
2017 EMNLP task-multiDoc, arch-graph, eval-metric-rouge 3 Affinity-Preserving Random Walk for Multi-Document Summarization Kexiang Wang,Tianyu Liu,Zhifang Sui,Baobao Chang https://pdfs.semanticscholar.org/9397/c3545ada8e139684c6f479d6f0e125885b32.pdf
2017 EMNLP task-event 26 Hierarchically-Attentive RNN for Album Summarization and Storytelling Licheng Yu,Mohit Bansal,Tamara L. Berg https://arxiv.org/pdf/1708.02977.pdf
2017 EMNLP task-multimodal, task-video, train-multimodal 12 Multi-modal Summarization for Asynchronous Collection of Text, Image, Audio and Video Haoran Li,Junnan Zhu,Cong Ma,Jiajun Zhang,Chengqing Zong https://pdfs.semanticscholar.org/25e3/a70f95e4c636e4ddd602dcf5a6d3318a0504.pdf
2017 EMNLP gen-2stage, sup-sup, sup-unsup, task-multiDoc, task-senCompre, arch-att 12 Cascaded Attention based Unsupervised Information Distillation for Compressive Summarization Piji Li,Wai Lam,Lidong Bing,Weiwei Guo,Huang Li https://pdfs.semanticscholar.org/d025/598aab2075a89c5313c6092a6fbeab744b2f.pdf
2017 EMNLP gen-abs, latent-vae 76 Deep Recurrent Generative Decoder for Abstractive Text Summarization Piji Li,Wai Lam,Lidong Bing,Zihao W. Wang https://arxiv.org/pdf/1708.00625.pdf
2017 EMNLP train-curriculum 32 Extractive Summarization Using Multi-Task Learning with Document Classification Masaru Isonuma,Toru Fujino,Junichiro Mori,Yutaka Matsuo,Ichiro Sakata https://pdfs.semanticscholar.org/a621/f2049fc484ae696ccb32ff5544a922009f7b.pdf
2017 EMNLP task-event 7 Interactive Abstractive Summarization for Event News Tweets Ori Shapira,Hadar Ronen,Meni Adler,Yael Amsterdamer,Judit Bar-Ilan,Ido Dagan https://pdfs.semanticscholar.org/84f0/09920b919ff3ee6b64cb146446a7b80fdecf.pdf
2017 AAAI task-multimodal, task-video 7 Bridging Video Content and Comments: Synchronized Video Description with Temporal Summarization of Crowdsourced Time-Sync Comments Linli Xu,Chao Zhang https://pdfs.semanticscholar.org/fdcc/b06ca15bb83961cf7d1b62cb7be158a38864.pdf
2017 AAAI task-multiDoc 42 Improving Multi-Document Summarization via Text Classification Ziqiang Cao,Wenjie Li,Sujian Li,Furu Wei https://arxiv.org/pdf/1611.09238.pdf
2017 AAAI sup-sup, sup-unsup, task-multiDoc, train-multitask, latent-vae 25 Salience Estimation via Variational Auto-Encoders for Multi-Document Summarization Piji Li,Zihao W. Wang,Wai Lam,Zhaochun Ren,Lidong Bing https://pdfs.semanticscholar.org/c41d/71217cebb1ef70ba16068d21df9f7be16b70.pdf
2017 AAAI task-multimodal, task-video, task-event, data-new 12 Active Video Summarization: Customized Summaries via On-line Interaction with the User Ana Garcia del Molino,Xavier Boix,Joo-Hwee Lim,Ah-Hwee Tan https://pdfs.semanticscholar.org/eb9b/5c4f161954443b59a5fa4df14f4123f95953.pdf
2017 ICML other 8 Differentially Private Submodular Maximization: Data Summarization in Disguise Marko Mitrovic,Mark Bun,Andreas Krause,Amin Karbasi https://pdfs.semanticscholar.org/0fe4/1911a6d96579be0452ab805e953e6230fbb1.pdf
2017 ICML task-multimodal 23 Deletion-Robust Submodular Maximization: Data Summarization with "the Right to be Forgotten" Baharan Mirzasoleiman,Amin Karbasi,Andreas Krause https://pdfs.semanticscholar.org/eb94/9b8b72bab2bdfd0729f1e9df31cfb7434b2c.pdf
2017 NIPS task-multimodal, task-video 9 Subset Selection and Summarization in Sequential Data Ehsan Elhamifar,M. Clara De Paolis Kaluza https://pdfs.semanticscholar.org/add6/f2c6357a57e9fc56d3e9df6950d3978bd476.pdf
2016 ACL gen-ext, sup-sup, task-multiDoc, eval-metric-rouge 10 Optimizing an Approximation of ROUGE - a Problem-Reduction Approach to Extractive Multi-Document Summarization Maxime Peyrard,Judith Eckle-Kohler https://pdfs.semanticscholar.org/6545/5772149b5d0d7db369da2fb9f1795ad2acf8.pdf
2016 ACL task-singledDoc 70 Learning-Based Single-Document Summarization with Compression and Anaphoricity Constraints Greg Durrett,Taylor Berg-Kirkpatrick,Dan Klein https://arxiv.org/pdf/1603.08887.pdf
2016 EMNLP other 9 News Stream Summarization using Burst Information Networks Tao Ge,Lei Cui,Baobao Chang,Sujian Li,Ming Zhou,Zhifang Sui https://pdfs.semanticscholar.org/574c/8f5ed8c8b2779ce3eeb4a6d31f218a9073cd.pdf
2016 NAA-CL gen-ext, task-multimodal, task-video, task-event, arch-cnn 22 A Low-Rank Approximation Approach to Learning Joint Embeddings of News Stories and Images for Timeline Summarization William Yang Wang,Yashar Mehdad,Dragomir R. Radev,Amanda Stent https://pdfs.semanticscholar.org/0b9d/93e5d3b72ff61117edde269c3068724bd119.pdf
2016 NAA-CL eval-metric-rouge 11 Automatic Summarization of Student Course Feedback Wencan Luo,Fei Liu,Zitao Liu,Diane J. Litman https://arxiv.org/pdf/1805.10395.pdf
2016 NAA-CL gen-abs, arch-rnn, arch-cnn, arch-att 400 Abstractive Sentence Summarization with Attentive Recurrent Neural Networks Sumit Chopra,Michael Auli,Alexander M. Rush https://pdfs.semanticscholar.org/7a67/159fc7bc76d0b37930b55005a69b51241635.pdf
2016 NAA-CL eval-aspect-coherence 1 Non-decreasing Sub-modular Function for Comprehensible Summarization Litton J. Kurisinkel,Pruthwik Mishra,Vigneshwaran Muralidaran,Vasudeva Varma,Dipti Misra Sharma https://pdfs.semanticscholar.org/d1f5/67bbc0f0c456ec64c822d7bec0c38b21d490.pdf
2016 AAAI task-multimodal 44 Noisy Submodular Maximization via Adaptive Sampling with Applications to Crowdsourced Image Collection Summarization Adish Singla,Sebastian Tschiatschek,Andreas Krause https://arxiv.org/pdf/1511.07211.pdf
2016 AAAI other 4 Topic Concentration in Query Focused Summarization Datasets Tal Baumel,Raphael Cohen,Michael Elhadad http://www.aaai.org/ocs/index.php/AAAI/AAAI16/paper/view/11939
2016 AAAI gen-abs, task-multiDoc, eval-metric-rouge 25 TGSum: Build Tweet Guided Multi-Document Summarization Dataset Ziqiang Cao,Chengyao Chen,Wenjie Li,Sujian Li,Furu Wei,Ming Zhou https://arxiv.org/pdf/1511.08417.pdf
2016 AAAI gen-ext, sup-sup, sup-unsup, task-opinion 12 Microsummarization of Online Reviews: An Experimental Study Rebecca Mason,Benjamin Gaska,Benjamin Van Durme,Pallavi Choudhury,Ted Hart,William B. Dolan,Kristina Toutanova,Margaret Mitchell https://pdfs.semanticscholar.org/f902/646b34f3ad6981ee868a5e3a1ec8eaee33a4.pdf
2016 IJCAI other 10 HIEDS: A Generic and Efficient Approach to Hierarchical Dataset Summarization Gong Cheng,Cheng Jin,Yuzhong Qu https://pdfs.semanticscholar.org/026b/f96710109f9d4842cb8f6000e3cda688ce90.pdf
2016 IJCAI other 11 Timeline Summarization with Life Cycle Models Yi Chang,Jiliang Tang,Dawei Yin,Makoto Yamada,Yan Liu https://pdfs.semanticscholar.org/e2f5/022bc9857704f3f27658ad2e87b55106955a.pdf
2016 IJCAI other 16 Real-Time Web Scale Event Summarization Using Sequential Decision Making Javed A. Aslam,Matthew Ekstrand-Abueg,Virgil Pavlu,Fernando Diaz,Tetsuya Sakai https://pdfs.semanticscholar.org/4e46/ca0cd5284d35ca5e6db24839214436905dbb.pdf
2016 ICML other 56 Fast Constrained Submodular Maximization: Personalized Data Summarization Baharan Mirzasoleiman,Ashwinkumar Badanidiyuru,Amin Karbasi https://pdfs.semanticscholar.org/2adc/e1a5e7606157950b1899a2a4c709a6820429.pdf
2016 ICML task-code 166 A Convolutional Attention Network for Extreme Summarization of Source Code Miltiadis Allamanis,Hao Peng,Charles A. Sutton https://arxiv.org/pdf/1602.03001.pdf
2016 NIPS train-retrieval 8 Leveraging Sparsity for Efficient Submodular Data Summarization Erik M. Lindgren,Shanshan Wu,Alexandros G. Dimakis https://arxiv.org/pdf/1703.02690.pdf
2016 NIPS other 25 Fast Distributed Submodular Cover: Public-Private Data Summarization Baharan Mirzasoleiman,Morteza Zadimoghaddam,Amin Karbasi https://pdfs.semanticscholar.org/15d6/7d6303cd873ede3e695dc180bb44742e6615.pdf
2015 ACL other 10 Summarization of Multi-Document Topic Hierarchies using Submodular Mixtures Ramakrishna Bairi,Rishabh K. Iyer,Ganesh Ramakrishnan,Jeff A. Bilmes https://pdfs.semanticscholar.org/3552/449ef8576bb4fa11d8944e0ccb4338982cce.pdf
2015 ACL gen-abs, task-multiDoc 106 Abstractive Multi-Document Summarization via Phrase Selection and Merging Lidong Bing,Piji Li,Yi Liao,Wai Lam,Weiwei Guo,Rebecca J. Passonneau https://arxiv.org/pdf/1506.01597.pdf
2015 ACL other 16 Joint Graphical Models for Date Selection in Timeline Summarization Giang Binh Tran,Eelco Herder,Katja Markert https://doi.org/10.3115/v1%2FP15-1154
2015 ACL task-event, eval-aspect-redundancy 39 Predicting Salient Updates for Disaster Summarization Chris Kedzie,Kathleen McKeown,Fernando Díaz https://pdfs.semanticscholar.org/382b/f4617c7732fbd9aa2b8cee442216f204d4c6.pdf
2015 ACL task-multiDoc 1 BrailleSUM: A News Summarization System for the Blind and Visually Impaired People Chin-Yew Lin,Eduard H. Hovy https://pdfs.semanticscholar.org/9c1a/028299cc2b7f4cbdbe6e19abfc844a6ead6b.pdf
2015 ACL arch-cnn 73 Learning Summary Prior Representation for Extractive Summarization Ziqiang Cao,Furu Wei,Sujian Li,Wenjie Li,Ming Zhou,Houfeng Wang https://pdfs.semanticscholar.org/0f6d/8e5d9b243eaf1d3968d8cd272db64e536beb.pdf
2015 ACL gen-ext, sup-sup 16 Unsupervised extractive summarization via coverage maximization with syntactic and semantic concepts Natalie Schluter,Anders Søgaard https://pdfs.semanticscholar.org/ff20/f2c56d3f57c679c33174ab20c0260b3654a2.pdf
2015 EMNLP sup-sup, task-multiDoc 33 System Combination for Multi-document Summarization Kai Hong,Mitchell Marcus,Ani Nenkova https://pdfs.semanticscholar.org/0403/ca8ad125899996c783f6481c78d432a77106.pdf
2015 EMNLP task-opinion 4 Monotone Submodularity in Opinion Summaries Jayanth Jayanth,Jayaprakash Sundararaj,Pushpak Bhattacharyya https://pdfs.semanticscholar.org/7922/602d076e4ee4eccee690ceb44561c81fb3c4.pdf
2015 EMNLP task-event 12 Using Content-level Structures for Summarizing Microblog Repost Trees Jing Li,Wei Gao,Zhongyu Wei,Baolin Peng,Kam-Fai Wong https://pdfs.semanticscholar.org/31df/51e3f31f702898b169764825bcc9c911b7de.pdf
2015 EMNLP arch-graph 15 Summarizing Student Responses to Reflection Prompts Wencan Luo,Diane J. Litman https://pdfs.semanticscholar.org/71fe/25e61cf181fd0d02f23162360644dd9d401b.pdf
2015 EMNLP gen-ext 24 Phrase-based Compressive Cross-Language Summarization Jin-ge Yao,Xiaojun Wan,Jianguo Xiao https://pdfs.semanticscholar.org/c572/0b45c183aab4366ec339ae08b23b956711d4.pdf
2015 EMNLP eval-metric-rouge 31 Re-evaluating Automatic Summarization with BLEU and 192 Shades of ROUGE Yvette Graham https://pdfs.semanticscholar.org/333f/98412ff246cd646551b4ca6f4b059dc1ea81.pdf
2015 EMNLP gen-ext 8 Indicative Tweet Generation: An Extractive Summarization Problem? Priya Sidhaye,Jackie Chi Kit Cheung https://pdfs.semanticscholar.org/5e4b/040741fb5e4944368885944cace5e31a17be.pdf
2015 EMNLP gen-ext, gen-abs, task-multiDoc, task-event 27 Abstractive Multi-document Summarization with Semantic Information Extraction Wei Li https://pdfs.semanticscholar.org/4f87/81df9fd1d7473a28b86885af30a1cad2a2d0.pdf
2015 EMNLP eval-metric-rouge 33 Concept-based Summarization using Integer Linear Programming: From Concept Pruning to Multiple Optimal Solutions Florian Boudin,Hugo Mougard,Benoît Favre https://pdfs.semanticscholar.org/5ffa/3faab9f936f3973a57321acc5b8b69869a5f.pdf
2015 EMNLP gen-abs, eval-metric-rouge 36 Better Summarization Evaluation with Word Embeddings for ROUGE Jun-Ping Ng,Viktoria Abrecht https://arxiv.org/pdf/1508.06034.pdf
2015 EMNLP gen-ext, sup-sup, sup-unsup, task-query 9 Krimping texts for better summarization Marina Litvak,Mark Last,Natalia Vanetik https://pdfs.semanticscholar.org/35d9/68bd727c8cc9408834f0846db0d789db4152.pdf
2015 EMNLP latent-topic 60 Topical Coherence for Graph-based Extractive Summarization Daraksha Parveen,Hans-Martin Ramsl,Michael Strube https://pdfs.semanticscholar.org/52eb/b5873677dd900a97e4bd4042fb40be14f937.pdf
2015 EMNLP other 26 Extractive Summarization by Maximizing Semantic Volume Dani Yogatama,Fei Liu,Noah A. Smith https://pdfs.semanticscholar.org/6bb2/08cf0aa40af2349acf0fd491136b9619b0ca.pdf
2015 EMNLP other 38 Summarization Based on Embedding Distributions Hayato Kobayashi,Masaki Noguchi,Taichi Yatsuka https://pdfs.semanticscholar.org/11f3/474414d9c3fe3d9f85777b3292a5b31dd6f4.pdf
2015 NAA-CL task-opinion 33 Using Summarization to Discover Argument Facets in Online Idealogical Dialog Amita Misra,Pranav Anand,Jean E. Fox Tree,Marilyn A. Walker https://arxiv.org/pdf/1709.00662.pdf
2015 NAA-CL gen-ext, task-singledDoc, task-senCompre 6 A Dynamic Programming Algorithm for Tree Trimming-based Text Summarization Masaaki Nishino,Norihito Yasuda,Tsutomu Hirao,Shin-ichi Minato,Masaaki Nagata https://pdfs.semanticscholar.org/60b3/d552588c7342a681194d4835dfac82f99cb5.pdf
2015 NAA-CL sup-sup, arch-graph 30 Using External Resources and Joint Learning for Bigram Weighting in ILP-Based Multi-Document Summarization Chen Li,Yang Liu,Lin Zhao https://pdfs.semanticscholar.org/51c2/91403797ce3e4f3410d74241c976332a6627.pdf
2015 NAA-CL other 23 Movie Script Summarization as Graph-based Scene Extraction Philip John Gorinski,Mirella Lapata https://pdfs.semanticscholar.org/79c4/243df125387e89bb9ed2121f3c0f7a4565d7.pdf
2015 NAA-CL gen-abs, task-event, arch-graph 151 Toward Abstractive Summarization Using Semantic Representations Fei Liu,Jeffrey Flanigan,Sam Thomson,Norman M. Sadeh,Noah A. Smith https://arxiv.org/pdf/1805.10399.pdf
2015 NAA-CL task-multiDoc 27 Clustering Sentences with Density Peaks for Multi-document Summarization Yang Zhang,Yunqing Xia,Yi Liu,Wenmin Wang https://pdfs.semanticscholar.org/9d0c/28d20de2ff4f429e95f5247e938acff4f01c.pdf
2015 NAA-CL sup-sup, eval-metric-rouge 16 Improving Update Summarization via Supervised ILP and Sentence Reranking Chen Li,Yang Liu,Lin Zhao https://pdfs.semanticscholar.org/ae37/e0d13547caa149273cab7883d2dd721d465a.pdf
2015 NAA-CL gen-ext 11 Enhancing Instructor-Student and Student-Student Interactions with Mobile Interfaces and Summarization Wencan Luo,Xiangmin Fan,Muhsin Menekse,Jingtao Wang,Diane J. Litman https://pdfs.semanticscholar.org/9ff7/76a8675463b747e3af677f603a77957216bc.pdf
2015 AAAI sup-sup 42 FACES: Diversity-Aware Entity Summarization Using Incremental Hierarchical Conceptual Clustering Kalpa Gunaratna,Krishnaprasad Thirunarayan,Amit P. Sheth https://pdfs.semanticscholar.org/a7cb/7de7329f1145626a3689349ce92e54f81756.pdf
2015 AAAI gen-ext, task-multiDoc 37 Multi-Document Summarization Based on Two-Level Sparse Representation Model He Liu,Hongliang Yu,Zhi-Hong Deng https://pdfs.semanticscholar.org/1100/064b1e68e15d4dfadfcaf1d0d037c5b3786d.pdf
2015 AAAI task-multiDoc 159 Ranking with Recursive Neural Networks and Its Application to Multi-Document Summarization Ziqiang Cao,Furu Wei,Li Dong,Sujian Li,Ming Zhou https://pdfs.semanticscholar.org/e522/e23a4f4c797478d90afaa5c4d96b30d50aa7.pdf
2015 IJCAI gen-ext, gen-2stage 29 Compressive Document Summarization via Sparse Optimization Jin-ge Yao,Xiaojun Wan,Jianguo Xiao https://pdfs.semanticscholar.org/58ca/38168655d1acfc9f38bfd1c2107d34fdda22.pdf
2015 IJCAI gen-abs, task-multiDoc, task-senCompre, arch-graph 89 Multi-Document Abstractive Summarization Using ILP based Multi-Sentence Compression Siddhartha Banerjee,Prasenjit Mitra,Kazunari Sugiyama https://arxiv.org/pdf/1609.07034.pdf
2015 IJCAI gen-2stage, task-multiDoc, task-event 33 Reader-Aware Multi-Document Summarization via Sparse Coding Piji Li,Lidong Bing,Wai Lam,Huang Li,Yi Liao https://arxiv.org/pdf/1504.07324.pdf
2015 IJCAI gen-ext, arch-cnn, arch-graph, eval-aspect-redundancy 58 Optimizing Sentence Modeling and Selection for Document Summarization Wenpeng Yin,Yulong Pei https://pdfs.semanticscholar.org/f121/92424dfd1a2df308346520556a1a7ed6094c.pdf
2015 IJCAI gen-ext, task-singledDoc, task-senCompre, task-sci, arch-graph, eval-metric-rouge, eval-aspect-coherence, eval-aspect-redundancy 47 Integrating Importance, Non-redundancy and Coherence Graph-based Extractive Summarization Daraksha Parveen,Michael Strube https://pdfs.semanticscholar.org/8d66/4019dfaa30b07d3b2d9b15b0c756092347f2.pdf
2015 NIPS arch-graph 4 Weighted Theta Functions and Embeddings with Applications to Max-Cut, Clustering and Summarization Fredrik D. Johansson,Ankani Chattoraj,Chiranjib Bhattacharyya,Devdatt P. Dubhashi https://pdfs.semanticscholar.org/fe63/ccc491b5d7e5633927a4d5cd8a1fd8516f65.pdf
2014 ACL gen-ext, gen-abs, task-event 29 Modelling Events through Memory-based, Open-IE Patterns for Abstractive Summarization John M Brown https://pdfs.semanticscholar.org/642c/1dd6dddb38b65b0b0d71f25b84186f14613e.pdf
2014 ACL task-multiDoc 38 Hierarchical Summarization: Scaling Up Multi-Document Summarization Janara Christensen,Stephen Soderland,Gagan Bansal,Mausam https://pdfs.semanticscholar.org/7c44/f9cb7a22576c811d344c58846a9c41356a08.pdf
2014 ACL task-query 13 Query-Chain Focused Summarization Tal Baumel,Raphael Cohen,Michael Elhadad https://pdfs.semanticscholar.org/1190/d79aaa94da75bdab3300e29369fb82bd47a8.pdf
2014 ACL sup-sup, eval-metric-rouge 28 Exploiting Timelines to Enhance Multi-document Summarization Jun-Ping Ng,Yan Chen,Min-Yen Kan,Zhoujun Li https://pdfs.semanticscholar.org/6bdf/3bd4c32b65ba0c144768ed75744497d193d4.pdf
2014 ACL gen-ext, gen-abs, task-query, arch-graph 20 Abstractive Summarization of Spoken and Written Conversations Based on Phrasal Queries Yashar Mehdad,Giuseppe Carenini,Raymond T. Ng https://pdfs.semanticscholar.org/a892/4217e17c5119333789504576933d9075f5c3.pdf
2014 ACL gen-ext, task-multiDoc, task-event, nondif-reinforce 5 Detection of Topic and its Extrinsic Evaluation Through Multi-Document Summarization Yoshimi Suzuki,Fumiyo Fukumoto https://pdfs.semanticscholar.org/3df4/aefbaa410c71ba54820731a2e4b7a850fe07.pdf
2014 ACL other 40 Single Document Summarization based on Nested Tree Structure Yuta Kikuchi,Tsutomu Hirao,Hiroya Takamura,Manabu Okumura,Masaaki Nagata https://pdfs.semanticscholar.org/da7a/8544f1d110c2ba1d430350810af61e0b1a35.pdf
2014 ACL task-knowledge 10 A Bayesian Method to Incorporate Background Knowledge during Automatic Text Summarization Annie Louis https://pdfs.semanticscholar.org/ea1c/a46a8f6038b2fc35414af9b28c981e7610c7.pdf
2014 EMNLP task-query, train-retrieval, eval-metric-rouge 2 Finding Good Enough: A Task-Based Evaluation of Query Biased Summarization for Cross-Language Information Retrieval Jennifer Williams,Sharon W. Tam,Wade Shen https://pdfs.semanticscholar.org/7186/ba0e0098e07ee35849167b39b2b11bff9bb0.pdf
2014 EMNLP task-multiDoc, task-query, nondif-reinforce, eval-metric-rouge 24 Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning Cody Rioux,Sadid A. Hasan,Yllias Chali https://pdfs.semanticscholar.org/14a9/3e7967e9fd2cdcc3cdfc350a3522f063bfdf.pdf
2014 EMNLP gen-2stage, task-multiDoc, task-senCompre, eval-metric-rouge 39 Improving Multi-documents Summarization by Sentence Compression based on Expanded Constituent Parse Trees Chen Li,Yang Liu,Fei Liu,Lin Zhao,Fuliang Weng https://pdfs.semanticscholar.org/26d8/cd270901ec70e9c1bd8e76dafe7855d83a99.pdf
2014 EMNLP task-multiDoc, task-knowledge 1 Analyzing Stemming Approaches for Turkish Multi-Document Summarization Muhammed Yavuz Nuzumlali,Arzucan Özgür https://pdfs.semanticscholar.org/3237/0a4d20eec6d26e69f465f091a8c23360e9d6.pdf
2014 EMNLP gen-abs, task-event 30 Unsupervised Sentence Enhancement for Automatic Summarization Jackie Chi Kit Cheung,Gerald Penn https://pdfs.semanticscholar.org/b8c7/ab732f1e51d3ad00024bc4e5eda3b041f7cc.pdf
2014 EMNLP task-query, train-retrieval 8 Leveraging Effective Query Modeling Techniques for Speech Recognition and Summarization Kuan-Yu Chen,Shih-Hung Liu,Berlin Chen,Ea-Ee Jan,Hsin-Min Wang,Wen-Lian Hsu,Hsin-Hsi Chen https://pdfs.semanticscholar.org/14c5/82c34e19ab9c8be34547ba1ca5404db1b865.pdf
2014 EMNLP gen-abs, task-opinion, arch-graph, train-template 96 Abstractive Summarization of Product Reviews Using Discourse Structure Shima Gerani,Yashar Mehdad,Giuseppe Carenini,Raymond T. Ng,Bita Nejat https://pdfs.semanticscholar.org/2113/8c47dfe71fb33267ea0f855f32accf5c11ce.pdf
2014 EMNLP eval-metric-rouge 43 Dependency-based Discourse Parser for Single-Document Summarization Yasuhisa Yoshida,Jun Suzuki,Tsutomu Hirao,Masaaki Nagata https://pdfs.semanticscholar.org/3eb3/43d0b8160fb406da59855118a49c53e1136e.pdf
2014 AAAI task-multimodal 10 A Joint Optimization Model for Image Summarization Based on Image Content and Tags Hongliang Yu,Zhi-Hong Deng,Yunlun Yang,Tao Xiong https://pdfs.semanticscholar.org/e33e/330842c693a074bf04962499f3dc3b7ffc4e.pdf
2013 ACL gen-abs, sup-sup, train-template 45 Domain-Independent Abstract Generation for Focused Meeting Summarization Lu Wang,Claire Cardie https://pdfs.semanticscholar.org/0a47/0d9724c3ca21e6b53539ef9f099ba1c3e59c.pdf
2013 ACL task-multiDoc, task-senCompre, task-query, eval-metric-rouge 78 A Sentence Compression Based Framework to Query-Focused Multi-Document Summarization Lu Wang,Hema Raghavan,Vittorio Castelli,Radu Florian,Claire Cardie https://arxiv.org/pdf/1606.07548.pdf
2013 ACL gen-ext, task-multiDoc, train-multitask, eval-metric-rouge 76 Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning Miguel B. Almeida,André F. T. Martins https://pdfs.semanticscholar.org/6401/9361de1d4fa54a7fc5949f3c4f568a6f334c.pdf
2013 ACL gen-ext 30 Subtree Extractive Summarization via Submodular Maximization Hajime Morita,Ryohei Sasano,Hiroya Takamura,Manabu Okumura https://pdfs.semanticscholar.org/0aed/313319c636496b3b04be33123d9677a52d91.pdf
2013 ACL eval-aspect-redundancy 43 Summarization Through Submodularity and Dispersion Anirban Dasgupta,Ravi Kumar,Sujith Ravi https://pdfs.semanticscholar.org/dbe1/93dc6d9bb313cb4298da26f9ab38b807e51e.pdf
2013 ACL gen-abs, task-multiDoc, task-senCompre, eval-aspect-redundancy 27 Towards Robust Abstractive Multi-Document Summarization: A Caseframe Analysis of Centrality and Domain Jackie Chi Kit Cheung,Gerald Penn https://pdfs.semanticscholar.org/eb57/6221bd83bb1de9105d3bc934930216615126.pdf
2013 ACL gen-ext, sup-sup 78 Using Supervised Bigram-based ILP for Extractive Summarization Chen Li,Xian Qian,Yang Liu https://pdfs.semanticscholar.org/4dbf/34d4604935af29eeca2d5a5ea4f17df0e379.pdf
2013 ACL eval-metric-rouge 31 Evolutionary Hierarchical Dirichlet Process for Timeline Summarization Jiwei Li,Sujian Li https://pdfs.semanticscholar.org/eff3/c2e5a633857138688336ee7bc4bd6cc7cec2.pdf
2013 ACL other 14 Sequential Summarization: A New Application for Timely Updated Twitter Trending Topics Dehong Gao,Wenjie Li,Renxian Zhang https://pdfs.semanticscholar.org/eb7c/c170b294ef56911dac7d1d078299ac7d10c0.pdf
2013 EMNLP task-singledDoc 1 Automatically Determining a Proper Length for Multi-document Summarization: A Bayesian Nonparametric Approach Tengfei Ma,Hiroshi Nakagawa https://pdfs.semanticscholar.org/99ed/33dc371b1d281be919c5d2533161f0a4ac22.pdf
2013 EMNLP task-knowledge 9 Collective Personal Profile Summarization with Social Networks Zhongqing Wang,Shoushan Li,Fang Kong,Guodong Zhou https://pdfs.semanticscholar.org/ad82/5000bb191e1cf705a2f83e55c128bfd1d160.pdf
2013 EMNLP gen-2stage, sup-sup, task-senCompre 56 Document Summarization via Guided Sentence Compression Chen Li,Fei Liu,Fuliang Weng,Yang Liu https://pdfs.semanticscholar.org/1b98/ecc801d4435fd57c6ef87b4c24cf6b3b58ce.pdf
2013 EMNLP gen-ext, gen-2stage, arch-graph, eval-metric-rouge 40 Fast Joint Compression and Summarization via Graph Cuts Xian Qian,Yang Liu https://pdfs.semanticscholar.org/f299/c0d0cce60cad6643e5dd5333b8e7d1537a3e.pdf
2013 EMNLP gen-ext, task-singledDoc, eval-metric-rouge, eval-aspect-coherence 86 Single-Document Summarization as a Tree Knapsack Problem Tsutomu Hirao,Yasuhisa Yoshida,Masaaki Nishino,Norihito Yasuda,Masaaki Nagata https://pdfs.semanticscholar.org/ed0c/8a7ab911cdb30b7e95edada3a55c01eb22c5.pdf
2013 NAA-CL task-event 65 A Participant-based Approach for Event Summarization Using Twitter Streams Chao Shen,Fei Liu,Fuliang Weng,Tao Li https://pdfs.semanticscholar.org/0d7e/335365f4b7a6cb3cca996b59e7adbc967ceb.pdf
2013 NAA-CL gen-ext, task-multiDoc, arch-graph, eval-aspect-coherence 89 Towards Coherent Multi-Document Summarization Janara Christensen,Mausam,Stephen Soderland,Oren Etzioni https://pdfs.semanticscholar.org/1dc0/4459d2e14df5d1ba2c50a35832e2de7da8ec.pdf
2013 NAA-CL sup-sup, sup-unsup 55 Using Document Summarization Techniques for Speech Data Subset Selection Kai Wei,Yuzong Liu,Katrin Kirchhoff,Jeff A. Bilmes https://pdfs.semanticscholar.org/f20d/6b1b43b30996a41e0002ee88b5e940ba4a8f.pdf
2013 IJCAI eval-metric-rouge 58 i, Poet: Automatic Chinese Poetry Composition through a Generative Summarization Framework under Constrained Optimization Rui Yan,Han Jiang,Mirella Lapata,Shou-de Lin,Xueqiang Lv,Xiaoming Li https://pdfs.semanticscholar.org/c83f/a87a6359b6b871a383aaa59652ed264bc47a.pdf