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SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization

27 November 2019

Papers citing "SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization"

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Title
COSMMIC: Comment-Sensitive Multimodal Multilingual Indian Corpus for Summarization and Headline Generation Raghvendra Kumar S. A. Mohammed Salman Aryan Sahu Tridib Nandi Pragathi Y. P. S. Saha Jose G. Moreno 19 0 0 18 Jun 2025
Unintended Harms of Value-Aligned LLMs: Psychological and Empirical Insights Sooyung Choi Jaehyeok Lee Xiaoyuan Yi Jing Yao Xing Xie JinYeong Bak 23 0 0 06 Jun 2025
Why LLM Safety Guardrails Collapse After Fine-tuning: A Similarity Analysis Between Alignment and Fine-tuning Datasets Lei Hsiung Tianyu Pang Yung-Chen Tang Linyue Song Tsung-Yi Ho Pin-Yu Chen Yaoqing Yang 111 0 0 05 Jun 2025
Controlling Summarization Length Through EOS Token Weighting Zeno Belligoli Emmanouil Stergiadis Eran Fainman Ilya Gusev 90 0 0 05 Jun 2025
SC-LoRA: Balancing Efficient Fine-tuning and Knowledge Preservation via Subspace-Constrained LoRA Minrui Luo Fuhang Kuang Yu Wang Zirui Liu Tianxing He CLL 56 0 0 29 May 2025
Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs Artem Vazhentsev Lyudmila Rvanova Gleb Kuzmin Ekaterina Fadeeva Ivan Lazichny ... Maxim Panov Timothy Baldwin Mrinmaya Sachan Preslav Nakov Artem Shelmanov EDL HILM 84 0 0 26 May 2025
Multi-Party Conversational Agents: A Survey Sagar Sapkota M. Hasan Mubarak Shah Santu Karmaker LLMAG 69 0 0 24 May 2025
Mitigating Fine-tuning Risks in LLMs via Safety-Aware Probing Optimization Chengcan Wu Zhixin Zhang Zeming Wei Yihao Zhang Meng Sun AAML 59 1 0 22 May 2025
QA-prompting: Improving Summarization with Large Language Models using Question-Answering Neelabh Sinha RALM LRM 110 0 0 20 May 2025
$$\texttt{DIAMONDs}$: A Dataset for $\mathbb{D}$ynamic $\mathbb{I}$nformation $\mathbb{A}$nd $\mathbb{M}$ental modeling $\mathbb{O}$f $\mathbb{N}$umeric $\mathbb{D}$iscussions$ $\texttt{DIAMONDs}$ : A Dataset for $\mathbb{D}$ ynamic $\mathbb{I}$ nformation $\mathbb{A}$ nd $\mathbb{M}$ ental modeling $\mathbb{O}$ f $\mathbb{N}$ umeric $\mathbb{D}$ iscussions Sayontan Ghosh Mahnaz Koupaee Yash Kumar Lal Pegah Alipoormolabashi Mohammad Saqib Hasan Jun Seok Kang Niranjan Balasubramanian 50 0 0 19 May 2025
CS-Sum: A Benchmark for Code-Switching Dialogue Summarization and the Limits of Large Language Models Sathya Krishnan Suresh Tanmay Surana Lim Zhi Hao Eng Siong Chng ELM 63 0 0 19 May 2025
What are they talking about? Benchmarking Large Language Models for Knowledge-Grounded Discussion Summarization Weixiao Zhou Junnan Zhu Gengyao Li Xianfu Cheng Xinnian Liang Feifei Zhai Zhiyu Li ALM 63 0 0 18 May 2025
Safe Delta: Consistently Preserving Safety when Fine-Tuning LLMs on Diverse Datasets Ning Lu Shengcai Liu Jiahao Wu Weiyu Chen Zhirui Zhang Yew-Soon Ong Qi Wang Ke Tang 106 3 0 17 May 2025
Multi-Token Prediction Needs Registers Anastasios Gerontopoulos Spyros Gidaris N. Komodakis 115 0 0 15 May 2025
Evaluating the Effectiveness of Black-Box Prompt Optimization as the Scale of LLMs Continues to Grow Ziyu Zhou Yihang Wu J. Yang Zhan Xiao Rongjun Li LRM 66 0 0 13 May 2025
QoS-Efficient Serving of Multiple Mixture-of-Expert LLMs Using Partial Runtime Reconfiguration HamidReza Imani Jiaxin Peng Peiman Mohseni Abdolah Amirany Tarek A. El-Ghazawi MoE 127 0 0 10 May 2025
Sparse Attention Remapping with Clustering for Efficient LLM Decoding on PIM Zehao Fan Garrett Gagnon Zhenyu Liu Liu Liu 58 0 0 09 May 2025
Recall with Reasoning: Chain-of-Thought Distillation for Mamba's Long-Context Memory and Extrapolation Junyu Ma Tianqing Fang Zizhuo Zhang Hongming Zhang Haitao Mi Dong Yu ReLM RALM LRM 489 1 0 06 May 2025
Emotions in the Loop: A Survey of Affective Computing for Emotional Support Karishma Hegde Hemadri Jayalath 80 1 0 02 May 2025
BadMoE: Backdooring Mixture-of-Experts LLMs via Optimizing Routing Triggers and Infecting Dormant Experts Qingyue Wang Qi Pang Xixun Lin Shuai Wang Daoyuan Wu MoE 127 0 0 24 Apr 2025
Alleviating the Fear of Losing Alignment in LLM Fine-tuning Kang Yang Guanhong Tao X. Chen Jun Xu 81 1 0 13 Apr 2025
Summarizing Speech: A Comprehensive Survey Fabian Retkowski Maike Züfle Andreas Sudmann Dinah Pfau Jan Niehues Alexander Waibel Alexander H. Waibel 112 0 0 10 Apr 2025
PreSumm: Predicting Summarization Performance Without Summarizing Steven Koniaev Ori Ernst Jackie Chi Kit Cheung 70 0 0 07 Apr 2025
Can LLMs Interpret and Leverage Structured Linguistic Representations? A Case Study with AMRs Ankush Raut Xiaofeng Zhu Maria Leonor Pacheco 75 0 0 07 Apr 2025
Not All LoRA Parameters Are Essential: Insights on Inference Necessity Guanhua Chen Yutong Yao Ci-Jun Gao Lidia S. Chao Feng Wan Derek F. Wong 118 1 0 30 Mar 2025
SWI: Speaking with Intent in Large Language Models Yuwei Yin EunJeong Hwang Giuseppe Carenini LRM 131 0 0 27 Mar 2025
Can one size fit all?: Measuring Failure in Multi-Document Summarization Domain Transfer Alexandra DeLucia Mark Dredze 79 0 0 20 Mar 2025
GPU-Accelerated Motion Planning of an Underactuated Forestry Crane in Cluttered Environments M. Vu Gerald Ebmer Alexander Watcher Marc-Philip Ecker Giang Nguyen Tobias Glueck 133 3 0 18 Mar 2025
OpeNLGauge: An Explainable Metric for NLG Evaluation with Open-Weights LLMs Ivan Kartáč Mateusz Lango Ondrej Dusek ELM 85 1 0 14 Mar 2025
Uncertainty-Aware Decoding with Minimum Bayes Risk Nico Daheim Clara Meister Thomas Möllenhoff Iryna Gurevych 104 4 0 07 Mar 2025
Progressive Sparse Attention: Algorithm and System Co-design for Efficient Attention in LLM Serving Qihui Zhou Peiqi Yin Pengfei Zuo James Cheng CLL 115 3 0 01 Mar 2025
CLLoRA: An Approach to Measure the Effects of the Context Length for LLM Fine-Tuning Ping Zhang Zhaorui Zhang Sheng Di Yao Xin Benben Liu 101 2 0 26 Feb 2025
Constraining Sequential Model Editing with Editing Anchor Compression Hao-Xiang Xu Jun-Yu Ma Zhen-Hua Ling Ningyu Zhang Jia-Chen Gu KELM 92 1 0 25 Feb 2025
A General Pseudonymization Framework for Cloud-Based LLMs: Replacing Privacy Information in Controlled Text Generation Shilong Hou Ruilin Shang Zi Long Xianghua Fu Yin Chen 116 1 0 24 Feb 2025
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 72 0 0 24 Feb 2025
KVLink: Accelerating Large Language Models via Efficient KV Cache Reuse Jingbo Yang Bairu Hou Wei Wei Yujia Bao Shiyu Chang VLM 188 3 0 21 Feb 2025
Neural Attention Search Difan Deng Marius Lindauer 144 0 0 21 Feb 2025
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation Song Duong Florian Le Bronnec Alexandre Allauzen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari HILM 102 0 0 20 Feb 2025
D.Va: Validate Your Demonstration First Before You Use It Qi Zhang Zhiqing Xiao Ruixuan Xiao Lirong Gao Junbo Zhao 220 0 0 20 Feb 2025
DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing Yi Wang Fenghua Weng Shangshang Yang Zhan Qin Minlie Huang Wenjie Wang KELM AAML 119 1 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 149 0 0 08 Feb 2025
Identify Critical KV Cache in LLM Inference from an Output Perturbation Perspective Yuan Feng Junlin Lv Yuhang Cao Xike Xie S.Kevin Zhou 141 2 0 06 Feb 2025
Ada-KV: Optimizing KV Cache Eviction by Adaptive Budget Allocation for Efficient LLM Inference Yuan Feng Junlin Lv Yukun Cao Xike Xie S. K. Zhou VLM 150 44 0 28 Jan 2025
Irrational Complex Rotations Empower Low-bit Optimizers Zhen Tian Wayne Xin Zhao Ji-Rong Wen MQ 73 0 0 22 Jan 2025
Merging Feed-Forward Sublayers for Compressed Transformers Neha Verma Kenton W. Murray Kevin Duh AI4CE 152 0 0 10 Jan 2025
Segment-Level Diffusion: A Framework for Controllable Long-Form Generation with Diffusion Language Models Xiaochen Zhu Georgi Karadzhov Chenxi Whitehouse Andreas Vlachos DiffM 179 1 0 15 Dec 2024
Learning to Verify Summary Facts with Fine-Grained LLM Feedback Jihwan Oh J. Choi Nicole Hee-Yeon Kim Taewon Yun Hwanjun Song SyDa ALM HILM 127 1 0 14 Dec 2024
CEGI: Measuring the trade-off between efficiency and carbon emissions for SLMs and VLMs Abhas Kumar Kapil Pathak Rajesh Kavuru Prabhakar Srinivasan 135 0 0 03 Dec 2024
Do Automatic Factuality Metrics Measure Factuality? A Critical Evaluation S. Ramprasad Byron C. Wallace LLMAG HILM 146 3 0 25 Nov 2024
Communication-Efficient Sparsely-Activated Model Training via Sequence Migration and Token Condensation Fahao Chen Peng Li Zicong Hong Zhou Su Song Guo MoMe MoE 126 0 0 23 Nov 2024