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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 / 1,162 papers shown

Title
OPOR-Bench: Evaluating Large Language Models on Online Public Opinion Report Generation Jinzheng Yu Yang Xu Haozhen Li Junqi Li Yifan Feng Ligu Zhu Hao Shen Lei Shi ELM 236 0 0 01 Dec 2025
Speculative Decoding in Decentralized LLM Inference: Turning Communication Latency into Computation Throughput Jingwei Song Wanyi Chen Xinyuan Song Chris Tong Gufeng Chen Tianyi Zhao Eric Yang Bill Shi Lynn Ai 52 0 0 13 Nov 2025
When, What, and How: Rethinking Retrieval-Enhanced Speculative Decoding Min Fang Zhihui Fu Qibin Zhao Jun Wang 80 0 0 03 Nov 2025
Polybasic Speculative Decoding Through a Theoretical Perspective Ruilin Wang Huixia Li Yuexiao Ma Xiawu Zheng Fei Chao Xuefeng Xiao Rongrong Ji 216 0 0 30 Oct 2025
Charting the European LLM Benchmarking Landscape: A New Taxonomy and a Set of Best Practices Špela Vintar Taja Kuzman Pungeršek Mojca Brglez Nikola Ljubešić 167 0 0 28 Oct 2025
Seeing Through the MiRAGE: Evaluating Multimodal Retrieval Augmented Generation Alexander Martin William Walden Reno Kriz Dengjia Zhang Kate Sanders Eugene Yang Chihsheng Jin Benjamin Van Durme 96 0 0 28 Oct 2025
FLoRA: Fused forward-backward adapters for parameter efficient fine-tuning and reducing inference-time latencies of LLMs Dhananjaya Gowda Seoha Song Junhyun Lee Harshith Goka 136 0 0 28 Oct 2025
zFLoRA: Zero-Latency Fused Low-Rank Adapters Dhananjaya Gowda Seoha Song Harshith Goka Junhyun Lee 100 0 0 28 Oct 2025
Personalized Chain-of-Thought Summarization of Financial News for Investor Decision Support Tianyi Zhang Mu Chen AIFin 310 0 0 24 Oct 2025
Balancing Rewards in Text Summarization: Multi-Objective Reinforcement Learning via HyperVolume Optimization Junjie Song Yiwen Liu Dapeng Li Yin Sun Shukun Fu Siqi Chen Yuji Cao 105 0 0 22 Oct 2025
AdaSPEC: Selective Knowledge Distillation for Efficient Speculative Decoders Yuezhou Hu Jiaxin Guo Xinyu Feng Tuo Zhao 82 2 0 22 Oct 2025
Not-a-Bandit: Provably No-Regret Drafter Selection in Speculative Decoding for LLMs Hongyi Liu Jiaji Huang Zhen Jia Youngsuk Park Yu Wang OffRL 103 1 0 22 Oct 2025
TokenTiming: A Dynamic Alignment Method for Universal Speculative Decoding Model Pairs Sibo Xiao Jinyuan Fu Zhongle Xie Lidan Shou AI4TS 139 0 0 17 Oct 2025
Kelle: Co-design KV Caching and eDRAM for Efficient LLM Serving in Edge Computing Tianhua Xia Sai Qian Zhang 72 0 0 16 Oct 2025
DynaSpec: Context-aware Dynamic Speculative Sampling for Large-Vocabulary Language Models Jinbin Zhang Nasib Ullah Erik Schultheis Rohit Babbar 116 1 0 11 Oct 2025
SIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language Models D. Bhattacharjya Balaji Ganesan Junkyu Lee Radu Marinescu Katsiaryna Mirylenka Michael R. Glass Xiao Shou 121 0 0 10 Oct 2025
Enhancing Faithfulness in Abstractive Summarization via Span-Level Fine-Tuning Sicong Huang Qianqi Yan Shengze Wang Ian Lane HILM 153 0 0 10 Oct 2025
HiSpec: Hierarchical Speculative Decoding for LLMs Avinash Kumar Sujay Sanghavi Poulami Das 88 1 0 01 Oct 2025
DiffuSpec: Unlocking Diffusion Language Models for Speculative Decoding Guanghao Li Zhihui Fu Min Fang Qibin Zhao Ming Tang Chun Yuan Jun Wang 84 4 0 28 Sep 2025
SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Kanghoon Yoon Minsub Kim Sungjae Lee Joonhyung Lee Sunghyeon Woo Yeonjun In S. Kwon Chanyoung Park Dongsoo Lee 116 0 0 26 Sep 2025
Semantic Agreement Enables Efficient Open-Ended LLM Cascades Duncan Soiffer Steven Kolawole Virginia Smith 226 0 0 26 Sep 2025
Speculate Deep and Accurate: Lossless and Training-Free Acceleration for Offloaded LLMs via Substitute Speculative Decoding Pei-Shuo Wang Jian-Jia Chen Chun-Che Yang Chi-chih Chang N. Huang Mohamed S. Abdelfattah Kai-Chiang Wu MQ 205 0 0 22 Sep 2025
LLMsPark: A Benchmark for Evaluating Large Language Models in Strategic Gaming Contexts Junhao Chen Jingbo Sun Xiang Li Haidong Xin Yuhao Xue Yibin Xu Hao Zhao LLMAG ELM LRM 160 0 0 20 Sep 2025
Representation-based Broad Hallucination Detectors Fail to Generalize Out of Distribution Zuzanna Dubanowska Maciej Żelaszczyk Michał Brzozowski Paolo Mandica Michał Karpowicz OOD HILM 119 1 0 19 Sep 2025
FastMTP: Accelerating LLM Inference with Enhanced Multi-Token Prediction Yuxuan Cai Xiaozhuan Liang X. Wang Jin Ma Haijin Liang Jinwen Luo Xinyu Zuo Lisheng Duan Yuyang Yin Xi Chen 142 1 0 16 Sep 2025
A Research Vision for Web Search on Emerging Topics Alisa Rieger Stefan Dietze Ran Yu 64 0 0 12 Sep 2025
asLLR: LLM based Leads Ranking in Auto Sales Yin Sun Yiwen Liu Junjie Song Chenyu Zhang Xinyuan Zhang Lingjie Liu Siqi Chen Yuji Cao 104 0 0 10 Sep 2025
Towards Ontology-Based Descriptions of Conversations with Qualitatively-Defined Concepts Barbara Gendron Gaël Guibon Mathieu Dáquin 73 0 0 05 Sep 2025
Attribution, Citation, and Quotation: A Survey of Evidence-based Text Generation with Large Language Models Tobias Schreieder Tim Schopf Michael Färber HILM 120 1 0 21 Aug 2025
DeCAL Tokenwise Compression Sameer Panwar 140 0 0 11 Aug 2025
Improved Personalized Headline Generation via Denoising Fake Interests from Implicit Feedback Kejin Liu Junhong Lian Xiang Ao Ningtao Wang Xing Fu Yu Cheng Weiqiang Wang Xinyu Liu 145 0 0 10 Aug 2025
Play Favorites: A Statistical Method to Measure Self-Bias in LLM-as-a-Judge Evangelia Spiliopoulou Riccardo Fogliato Hanna Burnsky Tamer Soliman Jie Ma Graham Horwood Miguel Ballesteros 144 9 0 08 Aug 2025
Forgetting: A New Mechanism Towards Better Large Language Model Fine-tuning Ali Taheri Ghahrizjani Alireza Taban Qizhou Wang Shanshan Ye Tongliang Liu Tongliang Liu CLL MU 242 1 0 06 Aug 2025
KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models Seorin Kim Dongyoung Lee Jaejin Lee 125 0 0 26 Jul 2025
Comparative Analysis of Abstractive Summarization Models for Clinical Radiology Reports Anindita Bhattacharya Tohida Rehman Debarshi Kumar Sanyal S. Chattopadhyay 185 0 0 19 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 184 0 0 17 Jun 2025
References Matter: Investigating the Impact of Reference Set Variation on Summarization Evaluation Silvia Casola Wenshu Fan Siyao Peng Oliver Kraus Albert Gatt Barbara Plank 290 0 0 17 Jun 2025
GenerationPrograms: Fine-grained Attribution with Executable Programs David Wan Eran Hirsch Elias Stengel-Eskin Ido Dagan Mohit Bansal 247 0 0 17 Jun 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias MitigationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yuanyuan Lei Ruihong Huang 166 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 216 3 0 12 Jun 2025
Plug-in and Fine-tuning: Bridging the Gap between Small Language Models and Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Kyeonghyun Kim Jinhee Jang Juhwan Choi Yoonji Lee Kyohoon Jin Youngbin Kim 212 0 0 09 Jun 2025
Hybrid Extractive Abstractive Summarization for Multilingual Sentiment AnalysisInternational Journal of Combinatorial Optimization Problems and Informatics (JCOPI), 2025 Mikhail Krasitskii Grigori Sidorov Olga Kolesnikova Liliana Chanona Hernandez Alexander Gelbukh 90 0 0 07 Jun 2025
What Makes a Good Natural Language Prompt?Annual Meeting of the Association for Computational Linguistics (ACL), 2025 Do Xuan Long Duy Dinh Ngoc-Hai Nguyen Kenji Kawaguchi Nancy F. Chen Shafiq Joty Min-Yen Kan 202 6 0 07 Jun 2025
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs Jaydip Sen Saptarshi Sengupta S. Dasgupta 245 4 0 03 Jun 2025
Towards Multi-dimensional Evaluation of LLM Summarization across Domains and LanguagesAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Hyangsuk Min Yuho Lee Minjeong Ban Jiaqi Deng Nicole Hee-Yeon Kim Taewon Yun Hang Su Jason (Jinglun) Cai Hwanjun Song ELM 238 3 0 31 May 2025
TRAPDOC: Deceiving LLM Users by Injecting Imperceptible Phantom Tokens into Documents Hyundong Jin Sicheol Sung Shinwoo Park SeungYeop Baik Yo-Sub Han 236 1 0 30 May 2025
CLaSp: In-Context Layer Skip for Self-Speculative DecodingAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Longze Chen Renke Shan Huiming Wang Lu Wang Ziqiang Liu Run Luo Jiawei Wang Hamid Alinejad-Rokny Min Yang 145 2 0 30 May 2025
Beyond Multiple Choice: Evaluating Steering Vectors for Adaptive Free-Form Summarization Joschka Braun Carsten Eickhoff Seyed Ali Bahrainian LLMSV 210 1 0 30 May 2025
Unsupervised Transcript-assisted Video Summarization and Highlight Detection Spyros Barbakos Charalampos Antoniadis Gerasimos Potamianos Gianluca Setti OffRL AI4TS 432 1 0 29 May 2025
Counterfactual Simulatability of LLM Explanations for Generation Tasks Marvin Limpijankit Yanda Chen Melanie Subbiah Nicholas Deas Kathleen McKeown LRM 164 0 0 27 May 2025