AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive Summarization

21 March 2021

Papers citing "AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive Summarization"

50 / 53 papers shown

Title
Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization Yen-Ju Lu Ting-Yao Hu H. Koppula Hadi Pouransari Jen-Hao Rick Chang ... Xiang Kong Qi Zhu Simon Wang Oncel Tuzel Raviteja Vemulapalli 47 0 0 24 Feb 2025
State Space Models for Extractive Summarization in Low Resource Scenarios Nisrine Ait Khayi 40 0 0 24 Jan 2025
DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text Summarization Haohan Yuan Haopeng Zhang 26 1 0 21 Oct 2024
AlignSum: Data Pyramid Hierarchical Fine-tuning for Aligning with Human Summarization Preference Yang Han Yiming Wang Rui-cang Wang Lu Chen Kai Yu AI4TS ALM 24 1 0 01 Oct 2024
AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text Summarization Anum Afzal Ribin Chalumattu Florian Matthes Laura Mascarell ALM ELM 29 4 0 16 Jul 2024
Word Matters: What Influences Domain Adaptation in Summarization? Yinghao Li Siyu Miao Heyan Huang Yang Gao 46 3 0 21 Jun 2024
Flexible and Adaptable Summarization via Expertise Separation Xiuying Chen Mingzhe Li Shen Gao Xin Cheng Qingqing Zhu Rui Yan Xin Gao Xiangliang Zhang MoE 44 3 0 08 Jun 2024
Guiding ChatGPT to Generate Salient Domain Summaries Jun Gao Ziqiang Cao Shaoyao Huang Luozheng Qin Chunhui Ai 39 0 0 03 Jun 2024
Improving Long Text Understanding with Knowledge Distilled from Summarization Model Yan Liu Yazheng Yang Xiaokang Chen VLM RALM 35 1 0 08 May 2024
A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods Hanlei Jin Yang Zhang Dan Meng Jun Wang Jinghua Tan 68 80 0 05 Mar 2024
Cheap Learning: Maximising Performance of Language Models for Social Data Science Using Minimal Data Leonardo Castro-Gonzalez Yi-Ling Chung Hannak Rose Kirk John Francis Angus R. Williams Pica Johansson Jonathan Bright 50 1 0 22 Jan 2024
Exploring Automatic Text Simplification of German Narrative Documents T. Schomacker Tillmann Dönicke Marina Tropmann-Frick 24 2 0 15 Dec 2023
Surveying the Landscape of Text Summarization with Deep Learning: A Comprehensive Review Guanghua Wang Weili Wu AI4TS AILaw 38 3 0 13 Oct 2023
Improving Query-Focused Meeting Summarization with Query-Relevant Knowledge Tiezheng Yu Ziwei Ji Pascale Fung RALM 8 1 0 05 Sep 2023
Summarization from Leaderboards to Practice: Choosing A Representation Backbone and Ensuring Robustness David Demeter Oshin Agarwal Simon Ben Igeri Marko Sterbentz Neil P. Molino John M. Conroy A. Nenkova 21 1 0 18 Jun 2023
Measuring the Robustness of NLP Models to Domain Shifts Nitay Calderon Naveh Porat Eyal Ben-David Alexander Chapanin Zorik Gekhman Nadav Oved Vitaly Shalumov Roi Reichart 21 7 0 31 May 2023
Few-Shot Dialogue Summarization via Skeleton-Assisted Prompt Transfer in Prompt Tuning Kaige Xie Tong Yu Haoliang Wang Junda Wu Handong Zhao Ruiyi Zhang K. Mahadik A. Nenkova Mark O. Riedl 32 2 0 20 May 2023
Recent Trends in Unsupervised Summarization Mohammad Khosravani Amine Trabelsi 37 0 0 18 May 2023
PROM: A Phrase-level Copying Mechanism with Pre-training for Abstractive Summarization Xinbei Ma Yeyun Gong Pengcheng He Hai Zhao Nan Duan 42 2 0 11 May 2023
Learning Summary-Worthy Visual Representation for Abstractive Summarization in Video Zenan Xu Xiaojun Meng Yasheng Wang Qinliang Su Zexuan Qiu Xin Jiang Qun Liu 33 3 0 08 May 2023
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity Yejin Bang Samuel Cahyawijaya Nayeon Lee Wenliang Dai Dan Su ... Tiezheng Yu Willy Chung Quyet V. Do Yan Xu Pascale Fung ReLM LRM 27 1,335 0 08 Feb 2023
Human-in-the-loop Abstractive Dialogue Summarization Jiaao Chen Mohan Dodda Diyi Yang 28 10 0 19 Dec 2022
Summary-Oriented Vision Modeling for Multimodal Abstractive Summarization Yunlong Liang Fandong Meng Jinan Xu Jiaan Wang Yufeng Chen Jie Zhou 33 19 0 15 Dec 2022
Few-shot Query-Focused Summarization with Prefix-Merging Ruifeng Yuan Zili Wang Ziqiang Cao Wenjie Li 23 7 0 29 Nov 2022
UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization Yulong Chen Yang Liu Ruochen Xu Ziyi Yang Chenguang Zhu Michael Zeng Yue Zhang 32 17 0 17 Nov 2022
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey Xu Guo Han Yu LM&MA VLM 28 29 0 06 Nov 2022
He Said, She Said: Style Transfer for Shifting the Perspective of Dialogues Amanda Bertsch Graham Neubig Matthew R. Gormley 45 5 0 27 Oct 2022
Leveraging Key Information Modeling to Improve Less-Data Constrained News Headline Generation via Duality Fine-Tuning Zhuoxuan Jiang Lingfeng Qiao Di Yin Shanshan Feng Bo Ren SyDa 30 2 0 10 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 119 93 0 06 Oct 2022
Text Simplification of College Admissions Instructions: A Professionally Simplified and Verified Corpus Z. Taylor Maximus H. Chu Junyi Jessy Li 19 1 0 09 Sep 2022
Meta-Learning the Difference: Preparing Large Language Models for Efficient Adaptation Zejiang Hou Julian Salazar George Polovets 30 14 0 07 Jul 2022
X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documents Sotaro Takeshita Tommaso Green Niklas Friedrich Kai Eckert Simone Paolo Ponzetto 19 13 0 30 May 2022
Efficient Few-Shot Fine-Tuning for Opinion Summarization Arthur Bravzinskas Ramesh Nallapati Joey Tianyi Zhou Markus Dreyer 19 24 0 04 May 2022
SNP2Vec: Scalable Self-Supervised Pre-Training for Genome-Wide Association Study Samuel Cahyawijaya Tiezheng Yu Zihan Liu Tiffany Mak Xiaopu Zhou N. Ip Pascale Fung 18 8 0 14 Apr 2022
PSP: Pre-trained Soft Prompts for Few-Shot Abstractive Summarization Xiaochen Liu Yang Gao Yu Bai Jiawei Li Yinan Hu Yang Gao Boxing Chen 40 22 0 09 Apr 2022
Domain-Oriented Prefix-Tuning: Towards Efficient and Generalizable Fine-tuning for Zero-Shot Dialogue Summarization Lulu Zhao Fujia Zheng Weihao Zeng Keqing He Weiran Xu Huixing Jiang Wei Yu Wu Yanan Wu 16 20 0 09 Apr 2022
Clozer: Adaptable Data Augmentation for Cloze-style Reading Comprehension Holy Lovenia Bryan Wilie Willy Chung Mini Zeng Samuel Cahyawijaya Su Dan Pascale Fung AIMat 8 3 0 30 Mar 2022
Representation Learning for Resource-Constrained Keyphrase Generation Di Wu Wasi Uddin Ahmad Sunipa Dev Kai-Wei Chang 41 17 0 15 Mar 2022
InPars: Data Augmentation for Information Retrieval using Large Language Models L. Bonifacio Hugo Queiroz Abonizio Marzieh Fadaee Rodrigo Nogueira VLM RALM 31 62 0 10 Feb 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 52 2,243 0 08 Feb 2022
Unsupervised Domain Adaptation with Adapter Rongsheng Zhang Yinhe Zheng Xiaoxi Mao Minlie Huang 6 18 0 01 Nov 2021
Mitigating Data Scarceness through Data Synthesis, Augmentation and Curriculum for Abstractive Summarization Ahmed Magooda Diane Litman 42 5 0 17 Sep 2021
Exploring Multitask Learning for Low-Resource AbstractiveSummarization Ahmed Magooda Mohamed S. Elaraby Diane Litman 36 11 0 17 Sep 2021
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining Yicheng Zou Bolin Zhu Xingwu Hu Tao Gui Qi Zhang 86 31 0 09 Sep 2021
Vision Guided Generative Pre-trained Language Models for Multimodal Abstractive Summarization Tiezheng Yu Wenliang Dai Zihan Liu Pascale Fung 32 73 0 06 Sep 2021
A Survey on Dialogue Summarization: Recent Advances and New Frontiers Xiachong Feng Xiaocheng Feng Bing Qin 35 100 0 07 Jul 2021
X2Parser: Cross-Lingual and Cross-Domain Framework for Task-Oriented Compositional Semantic Parsing Zihan Liu Genta Indra Winata Peng-Tao Xu Pascale Fung 33 7 0 07 Jun 2021
Improve Query Focused Abstractive Summarization by Incorporating Answer Relevance Dan Su Tiezheng Yu Pascale Fung 15 28 0 27 May 2021
Continual Mixed-Language Pre-Training for Extremely Low-Resource Neural Machine Translation Zihan Liu Genta Indra Winata Pascale Fung VLM CLL 34 49 0 09 May 2021
CrossNER: Evaluating Cross-Domain Named Entity Recognition Zihan Liu Yan Xu Tiezheng Yu Wenliang Dai Ziwei Ji Samuel Cahyawijaya Andrea Madotto Pascale Fung 76 142 0 08 Dec 2020