Title
OASum: Large-Scale Open Domain Aspect-based Summarization Xianjun Yang Kaiqiang Song Sangwoo Cho Xiaoyang Wang Xiaoman Pan Linda R. Petzold Dong Yu RALM 31 24 0 19 Dec 2022
Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human Evaluation Yixin Liu Alexander R. Fabbri Pengfei Liu Yilun Zhao Linyong Nan ... Simeng Han Chenyu You Chien-Sheng Wu Caiming Xiong Dragomir R. Radev ALM 31 133 0 15 Dec 2022
NarraSum: A Large-Scale Dataset for Abstractive Narrative Summarization Chao Zhao Faeze Brahman Kaiqiang Song Wenlin Yao Dian Yu Snigdha Chaturvedi HILM 36 7 0 02 Dec 2022
SumREN: Summarizing Reported Speech about Events in News R. Reddy Heba Elfardy Hou Pong Chan Kevin Small Chenhui Xu 33 5 0 02 Dec 2022
MACSum: Controllable Summarization with Mixed Attributes Yusen Zhang Yang Liu Ziyi Yang Yuwei Fang Yulong Chen Dragomir R. Radev Chenguang Zhu Michael Zeng Rui Zhang 42 15 0 09 Nov 2022
Toward Unifying Text Segmentation and Long Document Summarization Sangwoo Cho Kaiqiang Song Xiaoyang Wang Fei Liu Dong Yu 26 34 0 28 Oct 2022
He Said, She Said: Style Transfer for Shifting the Perspective of Dialogues Amanda Bertsch Graham Neubig Matthew R. Gormley 48 5 0 27 Oct 2022
Why Do You Feel This Way? Summarizing Triggers of Emotions in Social Media Posts Hongli Zhan Tiberiu Sosea Cornelia Caragea Junjie Li 43 5 0 22 Oct 2022
Taxonomy of Abstractive Dialogue Summarization: Scenarios, Approaches and Future Directions Qi Jia Yizhu Liu Siyu Ren Kenny Q. Zhu 34 6 0 18 Oct 2022
Hierarchical3D Adapters for Long Video-to-text Summarization Pinelopi Papalampidi Mirella Lapata VGen 36 13 0 10 Oct 2022
Structured Summarization: Unified Text Segmentation and Segment Labeling as a Generation Task Hakan Inan Rashi Rungta Yashar Mehdad 45 9 0 28 Sep 2022
A Focused Study on Sequence Length for Dialogue Summarization Bin Wang Chen Zhang Chengwei Wei Haizhou Li 19 8 0 24 Sep 2022
Adapting Pretrained Text-to-Text Models for Long Text Sequences Wenhan Xiong Anchit Gupta Shubham Toshniwal Yashar Mehdad Wen-tau Yih RALM VLM 62 30 0 21 Sep 2022
Investigating Efficiently Extending Transformers for Long Input Summarization Jason Phang Yao-Min Zhao Peter J. Liu RALM LLMAG 45 63 0 08 Aug 2022
Abstractive Meeting Summarization: A Survey Virgile Rennard Guokan Shang Julie Hunter Michalis Vazirgiannis 47 16 0 08 Aug 2022
Efficient Long-Text Understanding with Short-Text Models Maor Ivgi Uri Shaham Jonathan Berant VLM 43 78 0 01 Aug 2022
An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics Huan Yee Koh Jiaxin Ju Ming Liu Shirui Pan 83 123 0 03 Jul 2022
Conditional Generation with a Question-Answering Blueprint Shashi Narayan Joshua Maynez Reinald Kim Amplayo Kuzman Ganchev Annie Louis Fantine Huot Anders Sandholm Dipanjan Das Mirella Lapata 72 3 0 01 Jul 2022
InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning Prakhar Gupta Cathy Jiao Yi-Ting Yeh Shikib Mehri M. Eskénazi Jeffrey P. Bigham ALM 49 47 0 25 May 2022
SQuALITY: Building a Long-Document Summarization Dataset the Hard Way Alex Jinpeng Wang Richard Yuanzhe Pang Angelica Chen Jason Phang Samuel R. Bowman 78 44 0 23 May 2022
SNaC: Coherence Error Detection for Narrative Summarization Tanya Goyal Junyi Jessy Li Greg Durrett 42 27 0 19 May 2022
UL2: Unifying Language Learning Paradigms Yi Tay Mostafa Dehghani Vinh Q. Tran Xavier Garcia Jason W. Wei ... Tal Schuster H. Zheng Denny Zhou N. Houlsby Donald Metzler AI4CE 81 299 0 10 May 2022
PREME: Preference-based Meeting Exploration through an Interactive Questionnaire Negar Arabzadeh Ali Ahmadvand Julia Kiseleva Yang Liu Ahmed Hassan Awadallah Ming Zhong Milad Shokouhi 39 4 0 05 May 2022
The Cross-lingual Conversation Summarization Challenge Yulong Chen Ming Zhong Xuefeng Bai Naihao Deng Jing Li Xianchao Zhu Yue Zhang 30 9 0 01 May 2022
Characterizing the Efficiency vs. Accuracy Trade-off for Long-Context NLP Models Phyllis Ang Bhuwan Dhingra Lisa Wu Wills 33 6 0 15 Apr 2022
Towards Abstractive Grounded Summarization of Podcast Transcripts Kaiqiang Song Chen Li Xiaoyang Wang Dong Yu Fei Liu 41 9 0 22 Mar 2022
Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking Jamin Shin Hangyeol Yu Hyeongdon Moon Andrea Madotto Juneyoung Park 41 29 0 03 Mar 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 94 2,269 0 08 Feb 2022
Unsupervised Multi-Granularity Summarization Ming Zhong Yang Liu Suyu Ge Yuning Mao Yizhu Jiao Xingxing Zhang Yichong Xu Chenguang Zhu Michael Zeng Jiawei Han 90 8 0 29 Jan 2022
SCROLLS: Standardized CompaRison Over Long Language Sequences Uri Shaham Elad Segal Maor Ivgi Avia Efrat Ori Yoran ... Ankit Gupta Wenhan Xiong Mor Geva Jonathan Berant Omer Levy RALM 37 133 0 10 Jan 2022
Domain Adaptation with Pre-trained Transformers for Query Focused Abstractive Text Summarization Md Tahmid Rahman Laskar Enamul Hoque J. Huang 47 45 0 22 Dec 2021
CONFIT: Toward Faithful Dialogue Summarization with Linguistically-Informed Contrastive Fine-tuning Xiangru Tang Arjun Nair Borui Wang Bingyao Wang Jai Desai Aaron Wade Haoran Li Asli Celikyilmaz Yashar Mehdad Dragomir R. Radev HILM 25 62 0 16 Dec 2021
Exploring Neural Models for Query-Focused Summarization Jesse Vig Alexander R. Fabbri Wojciech Kry'sciñski Chien-Sheng Wu Wenhao Liu AI4TS 27 47 0 14 Dec 2021
TODSum: Task-Oriented Dialogue Summarization with State Tracking Lulu Zhao Fujia Zheng Keqing He Weihao Zeng Yuejie Lei Huixing Jiang Wei Wu Weiran Xu Jun Guo Fanyu Meng 47 23 0 25 Oct 2021
Summ^N: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents Yusen Zhang Ansong Ni Ziming Mao Chen Henry Wu Chenguang Zhu Budhaditya Deb Ahmed Hassan Awadallah Dragomir R. Radev Rui Zhang RALM 34 86 0 16 Oct 2021
StreamHover: Livestream Transcript Summarization and Annotation Sangwoo Cho Franck Dernoncourt Timothy Jeewun Ganter Trung Bui Nedim Lipka Walter Chang Hailin Jin Jonathan Brandt H. Foroosh Fei Liu 3DGS AI4TS 26 29 0 11 Sep 2021
An Exploratory Study on Long Dialogue Summarization: What Works and What's Next Yusen Zhang Ansong Ni Tao Yu Rui Zhang Chenguang Zhu Budhaditya Deb Asli Celikyilmaz Ahmed Hassan Awadallah Dragomir R. Radev RALM 75 56 0 10 Sep 2021
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining Yicheng Zou Bolin Zhu Xingwu Hu Tao Gui Qi Zhang 90 32 0 09 Sep 2021
CSDS: A Fine-Grained Chinese Dataset for Customer Service Dialogue Summarization Haitao Lin Liqun Ma Junnan Zhu Lu Xiang Yu Zhou Jiajun Zhang Chengqing Zong 39 46 0 30 Aug 2021
SummerTime: Text Summarization Toolkit for Non-experts Ansong Ni Zhangir Azerbayev Mutethia Mutuma Troy Feng Yusen Zhang Tao Yu Ahmed Hassan Awadallah Dragomir R. Radev 36 10 0 29 Aug 2021
A Survey on Dialogue Summarization: Recent Advances and New Frontiers Xiachong Feng Xiaocheng Feng Bing Qin 46 100 0 07 Jul 2021
SummScreen: A Dataset for Abstractive Screenplay Summarization Mingda Chen Zewei Chu Sam Wiseman Kevin Gimpel 40 94 0 14 Apr 2021
Multi-document Summarization via Deep Learning Techniques: A Survey Congbo Ma W. Zhang Mingyu Guo Hu Wang Quan Z. Sheng 18 126 0 10 Nov 2020
AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document Summarization Sayali Kulkarni Sheide Chammas Wan Zhu Fei Sha Eugene Ie RALM 64 52 0 23 Oct 2020
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 Z Li Dan Friedman Dragomir R. Radev 73 207 0 04 Sep 2019
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 263 1,436 0 22 Aug 2019
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Ramesh Nallapati Feifei Zhai Bowen Zhou 207 1,255 0 14 Nov 2016
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 312 13,377 0 25 Aug 2014