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Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond

19 February 2016

Ramesh Nallapati

Bowen Zhou

Cicero Nogueira dos Santos

Papers citing "Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond"

50 / 692 papers shown

Title
Comparative Analysis of Abstractive Summarization Models for Clinical Radiology Reports Anindita Bhattacharya Tohida Rehman Debarshi Kumar Sanyal S. Chattopadhyay 13 0 0 19 Jun 2025
Evaluation Should Not Ignore Variation: On the Impact of Reference Set Choice on Summarization Metrics Silvia Casola Yang Liu Siyao Peng Oliver Kraus Albert Gatt Barbara Plank 23 0 0 17 Jun 2025
GenerationPrograms: Fine-grained Attribution with Executable Programs David Wan Eran Hirsch Elias Stengel-Eskin Ido Dagan Mohit Bansal 21 0 0 17 Jun 2025
S $^4$ C: Speculative Sampling with Syntactic and Semantic Coherence for Efficient Inference of Large Language Models Tao He Guang Huang Yu Yang Tianshi Xu Sicheng Zhao Guiguang Ding Pengyang Wang Feng Tian LRM 26 0 0 17 Jun 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation Yuanyuan Lei Ruihong Huang 28 0 0 15 Jun 2025
SwiftSpec: Ultra-Low Latency LLM Decoding by Scaling Asynchronous Speculative Decoding Ziyi Zhang Ziheng Jiang Chengquan Jiang Menghan Yu Size Zheng H. Lin Henry Hoffmann Xin Liu 17 0 0 12 Jun 2025
Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language Models Kyeonghyun Kim Jinhee Jang Juhwan Choi Yoonji Lee Kyohoon Jin Youngbin Kim 16 0 0 09 Jun 2025
Hybrid Extractive Abstractive Summarization for Multilingual Sentiment Analysis Mikhail Krasitskii Grigori Sidorov Olga Kolesnikova Liliana Chanona Hernandez Alexander Gelbukh 13 0 0 07 Jun 2025
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs Jaydip Sen Saptarshi Sengupta S. Dasgupta 20 0 0 03 Jun 2025
Towards Multi-dimensional Evaluation of LLM Summarization across Domains and Languages Hyangsuk Min Yuho Lee Minjeong Ban Jiaqi Deng Nicole Hee-Yeon Kim Taewon Yun Hang Su Jason (Jinglun) Cai Hwanjun Song ELM 25 0 0 31 May 2025
CLaSp: In-Context Layer Skip for Self-Speculative Decoding Longze Chen Renke Shan Huiming Wang Lu Wang Ziqiang Liu Run Luo Jiawei Wang Hamid Alinejad-Rokny Min Yang 27 0 0 30 May 2025
TRAPDOC: Deceiving LLM Users by Injecting Imperceptible Phantom Tokens into Documents Hyundong Jin Sicheol Sung Shinwoo Park SeungYeop Baik Yo-Sub Han 20 0 0 30 May 2025
Beyond Multiple Choice: Evaluating Steering Vectors for Adaptive Free-Form Summarization Joschka Braun Carsten Eickhoff Seyed Ali Bahrainian LLMSV 23 0 0 30 May 2025
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Spyros Barbakos Charalampos Antoniadis Gerasimos Potamianos Gianluca Setti OffRL AI4TS 127 0 0 29 May 2025
Enhancing Abstractive Summarization of Scientific Papers Using Structure Information Tong Bao Heng Zhang Chengzhi Zhang 210 3 0 20 May 2025
A Split-then-Join Approach to Abstractive Summarization for Very Long Documents in a Low Resource Setting Lhuqita Fazry VLM 218 0 0 11 May 2025
Sentence Embeddings as an intermediate target in end-to-end summarisation Maciej Zembrzuski Saad Mahamood 67 0 0 06 May 2025
PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Bradley McDanel Shanghang Zhang Y. Hu Zining Liu MoE 441 0 0 02 May 2025
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Yiming Du Wenyu Huang Danna Zheng Zhaowei Wang Sébastien Montella Mirella Lapata Kam-Fai Wong Jeff Z. Pan KELM MU 235 5 0 01 May 2025
Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction Vaishnavh Nagarajan Chen Henry Wu Charles Ding Aditi Raghunathan 121 0 0 21 Apr 2025
D-GEN: Automatic Distractor Generation and Evaluation for Reliable Assessment of Generative Model Grace Byun Jinho D. Choi EGVM 85 0 0 18 Apr 2025
KeepKV: Eliminating Output Perturbation in KV Cache Compression for Efficient LLMs Inference Yuxuan Tian Zihan Wang Yebo Peng Aomufei Yuan Zhaoxiang Wang Bairen Yi Xin Liu Yong Cui Tong Yang 75 0 0 14 Apr 2025
HELIOS: Adaptive Model And Early-Exit Selection for Efficient LLM Inference Serving Avinash Kumar Shashank Nag Jason Clemons L. John Poulami Das 107 0 0 14 Apr 2025
DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding Hossein Entezari Zarch Lei Gao Chaoyi Jiang Murali Annavaram LRM 81 0 0 08 Apr 2025
FW-Merging: Scaling Model Merging with Frank-Wolfe Optimization Hao Mark Chen S. Hu Wayne Luk Timothy M. Hospedales Hongxiang Fan MoMe 119 1 0 16 Mar 2025
Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding Jiajun Li Yixing Xu Haiduo Huang Xuanwu Yin D. Li Edith C. -H. Ngai E. Barsoum 119 0 0 13 Mar 2025
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning Zhibin Lan Liqiang Niu Fandong Meng Jie Zhou Jinsong Su VLM 109 0 0 04 Mar 2025
FourierNAT: A Fourier-Mixing-Based Non-Autoregressive Transformer for Parallel Sequence Generation Andrew Kiruluta Eric Lundy Andreas Lemos AI4TS 125 0 0 04 Mar 2025
EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 236 18 0 03 Mar 2025
Sparse Brains are Also Adaptive Brains: Cognitive-Load-Aware Dynamic Activation for LLMs Yiheng Yang Yujie Wang Chi Ma Lei Yu Emmanuele Chersoni Chu-Ren Huang 146 0 0 26 Feb 2025
Evaluating LLMs and Pre-trained Models for Text Summarization Across Diverse Datasets Tohida Rehman Soumabha Ghosh Kuntal Das Souvik Bhattacharjee Debarshi Kumar Sanyal S. Chattopadhyay 121 0 0 26 Feb 2025
Where Are We? Evaluating LLM Performance on African Languages Ife Adebara Hawau Olamide Toyin Nahom Tesfu Ghebremichael AbdelRahim Elmadany Muhammad Abdul-Mageed 134 2 0 26 Feb 2025
CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter Yepeng Weng Dianwen Mei Huishi Qiu Xujie Chen Li Liu Jiang Tian Zhongchao Shi 176 0 0 24 Feb 2025
GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking Yingjian Chen Haoran Liu Yinhong Liu Rui Yang Han Yuan ... Pengyuan Zhou Peng Yuan Zhou Qingyu Chen James Caverlee Irene Li HILM 133 0 0 23 Feb 2025
OrderSum: Semantic Sentence Ordering for Extractive Summarization Taewan Kwon Sangyong Lee 53 0 0 22 Feb 2025
On Synthesizing Data for Context Attribution in Question Answering Gorjan Radevski Kiril Gashteovski Shahbaz Syed Christopher Malon Sebastien Nicolas ... Masafumi Enomoto Kunihiro Takeoka Masafumi Oyamada Goran Glavaš Carolin (Haas) Lawrence 43 0 0 21 Feb 2025
CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization Mst. Fahmida Sultana Naznin Adnan Ibney Faruq Mostafa Rifat Tazwar Md Jobayer Md. Mehedi Hasan Shawon Md Rakibul Hasan MedIm 66 0 0 21 Feb 2025
C2T: A Classifier-Based Tree Construction Method in Speculative Decoding Feiye Huo Jianchao Tan Kai Zhang Xunliang Cai Shengli Sun 81 1 0 20 Feb 2025
DiSCo: Device-Server Collaborative LLM-Based Text Streaming Services Ting Sun Penghan Wang Fan Lai 92 0 0 17 Feb 2025
Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models S. Poddar Paramita Koley Janardan Misra Niloy Ganguly Saptarshi Ghosh Saptarshi Ghosh 147 0 0 08 Feb 2025
BOUQuET: dataset, Benchmark and Open initiative for Universal Quality Evaluation in Translation Omnilingual MT Team Pierre Yves Andrews Mikel Artetxe Mariano Coria Meglioli Marta R. Costa-jussá ... Eduardo Sánchez Ioannis Tsiamas Arina Turkatenko Albert Ventayol-Boada Shireen Yates 176 0 0 06 Feb 2025
Accelerating LLM Inference with Lossless Speculative Decoding Algorithms for Heterogeneous Vocabularies Nadav Timor Jonathan Mamou Daniel Korat Moshe Berchansky Oren Pereg Gaurav Jain Roy Schwartz Moshe Wasserblat 189 3 0 31 Jan 2025
Learning to Summarize from LLM-generated Feedback Hwanjun Song Taewon Yun Yuho Lee Jihwan Oh Gihun Lee Jason (Jinglun) Cai Hang Su 225 10 0 28 Jan 2025
BeliN: A Novel Corpus for Bengali Religious News Headline Generation using Contextual Feature Fusion Md Osama Ashim Dey Kawsar Ahmed Muhammad Ashad Kabir 150 0 0 03 Jan 2025
A review of faithfulness metrics for hallucination assessment in Large Language Models Ben Malin Tatiana Kalganova Nikoloas Boulgouris HILM 136 2 0 03 Jan 2025
Unifying KV Cache Compression for Large Language Models with LeanKV Yanqi Zhang Yuwei Hu Runyuan Zhao John C. S. Lui Haibo Chen MQ 286 7 0 04 Dec 2024
CE-CoLLM: Efficient and Adaptive Large Language Models Through Cloud-Edge Collaboration Hongpeng Jin Yanzhao Wu 157 5 0 05 Nov 2024
DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph Maitreya Prafulla Chitale Uday Bindal Rajakrishnan Rajkumar Rahul Mishra 106 1 0 18 Oct 2024
Self-Data Distillation for Recovering Quality in Pruned Large Language Models Vithursan Thangarasa Ganesh Venkatesh Mike Lasby Nish Sinnadurai Sean Lie SyDa 175 2 0 13 Oct 2024
Simultaneous Reward Distillation and Preference Learning: Get You a Language Model Who Can Do Both Abhijnan Nath Changsoo Jung Ethan Seefried Nikhil Krishnaswamy 487 4 0 11 Oct 2024