Computation and Language · Computer Science
Multi-document Summarization via Deep Learning Techniques: A Survey
Congbo Ma, Wei Emma Zhang, Mingyu Guo, Hu Wang +1
2021-12-10
Computation and Language · Computer Science
WSL-DS: Weakly Supervised Learning with Distant Supervision for Query Focused Multi-Document Abstractive Summarization
Md Tahmid Rahman Laskar, Enamul Hoque, Jimmy Xiangji Huang
2020-11-04
Computation and Language · Computer Science
Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning
Yuning Mao, Yanru Qu, Yiqing Xie, Xiang Ren +1
2020-10-02
Computation and Language · Computer Science
Reader-Aware Multi-Document Summarization via Sparse Coding
Piji Li, Lidong Bing, Wai Lam, Hang Li +1
2015-04-29
Computation and Language · Computer Science
Proposition-Level Clustering for Multi-Document Summarization
Ori Ernst, Avi Caciularu, Ori Shapira, Ramakanth Pasunuru +3
2022-05-23
Computation and Language · Computer Science
Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval
John Giorgi, Luca Soldaini, Bo Wang, Gary Bader +3
2023-10-26
Computation and Language · Computer Science
Automated Metrics for Medical Multi-Document Summarization Disagree with Human Evaluations
Lucy Lu Wang, Yulia Otmakhova, Jay DeYoung, Thinh Hung Truong +3
2023-05-24
Computation and Language · Computer Science
SgSum: Transforming Multi-document Summarization into Sub-graph Selection
Moye Chen, Wei Li, Jiachen Liu, Xinyan Xiao +2
2021-10-26
Computation and Language · Computer Science
Leveraging Graph to Improve Abstractive Multi-Document Summarization
Wei Li, Xinyan Xiao, Jiachen Liu, Hua Wu +2
2020-05-21
Computation and Language · Computer Science
SummPip: Unsupervised Multi-Document Summarization with Sentence Graph Compression
Jinming Zhao, Ming Liu, Longxiang Gao, Yuan Jin +4
2020-07-21
Computation and Language · Computer Science
MRGSEM-Sum: An Unsupervised Multi-document Summarization Framework based on Multi-Relational Graphs and Structural Entropy Minimization
Yongbing Zhang, Fang Nan, Shengxiang Gao, Yuxin Huang +2
2025-08-01
Computation and Language · Computer Science
Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization
Chuyuan Li, Austin Xu, Shafiq Joty, Giuseppe Carenini
2025-09-15
Computation and Language · Computer Science
Investigating Consistency in Query-Based Meeting Summarization: A Comparative Study of Different Embedding Methods
Chen Jia-Chen, Guillem Senabre, Allane Caron
2024-02-13
Computation and Language · Computer Science
ODSum: New Benchmarks for Open Domain Multi-Document Summarization
Yijie Zhou, Kejian Shi, Wencai Zhang, Yixin Liu +2
2023-09-19
Computation and Language · Computer Science
Graph-based Neural Multi-Document Summarization
Michihiro Yasunaga, Rui Zhang, Kshitijh Meelu, Ayush Pareek +2
2017-08-24
Computation and Language · Computer Science
Corpora Evaluation and System Bias Detection in Multi-document Summarization
Alvin Dey, Tanya Chowdhury, Yash Kumar Atri, Tanmoy Chakraborty
2020-10-06
Computer Vision and Pattern Recognition · Computer Science
Multi-Scale Tensorial Summation and Dimensional Reduction Guided Neural Network for Edge Detection
Lei Xu, Mehmet Yamac, Mete Ahishali, Moncef Gabbouj
2026-05-06