v1v2 (latest)

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

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2019

27 November 2019

ArXiv (abs)PDF HTML HuggingFace (1 upvotes)

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

50 / 424 papers shown

Title
GPS: General Per-Sample Prompter Pawel Batorski Paul Swoboda 20 1 0 18 Nov 2025
Tight and Practical Privacy Auditing for Differentially Private In-Context Learning Yuyang Xia Ruixuan Liu Li Xiong 96 0 0 17 Nov 2025
A Toolbox for Improving Evolutionary Prompt Search Daniel Grießhaber Maximilian Kimmich J. Maucher Ngoc Thang Vu 190 0 0 07 Nov 2025
Optimizing Native Sparse Attention with Latent Attention and Local Global Alternating Strategies Yuxuan Hu Jianchao Tan Jiaqi Zhang Wen Zan Pingwei Sun Yifan Lu Yerui Sun Yuchen Xie Xunliang Cai Jing Zhang 228 0 0 02 Nov 2025
ARC-Encoder: learning compressed text representations for large language models Hippolyte Pilchen Edouard Grave P. Pérez LLMAG RALM AI4CE 153 0 0 23 Oct 2025
Simple Context Compression: Mean-Pooling and Multi-Ratio Training Yair Feldman Yoav Artzi 80 1 0 23 Oct 2025
Monitoring LLM-based Multi-Agent Systems Against Corruptions via Node Evaluation Chengcan Wu Zhixin Zhang Mingqian Xu Zeming Wei Meng Sun LLMAG 140 1 0 22 Oct 2025
Taming the Fragility of KV Cache Eviction in LLM Inference Yuan Feng Haoyu Guo Junlin Lv S.Kevin Zhou Xike Xie 92 1 0 15 Oct 2025
K-Merge: Online Continual Merging of Adapters for On-device Large Language Models Donald Shenaj Ondrej Bohdal Taha Ceritli Mete Ozay Pietro Zanuttigh Umberto Michieli MoMe CLL 188 0 0 15 Oct 2025
Locket: Robust Feature-Locking Technique for Language Models Lipeng He Vasisht Duddu Nadarajah Asokan 72 0 0 14 Oct 2025
Harnessing Consistency for Robust Test-Time LLM Ensemble Zhichen Zeng Qi Yu Xiao Lin Ruizhong Qiu Xuying Ning Tianxin Wei Yuchen Yan Jingrui He Hanghang Tong 108 0 0 12 Oct 2025
On-device System of Compositional Multi-tasking in Large Language Models Ondrej Bohdal Konstantinos Theodosiadis Asterios Mpatziakas Dimitris Filippidis Iro Spyrou ... Kyeng-Hun Lee J. Moon Hyeonmok Ko Mete Ozay Umberto Michieli 104 0 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 117 0 0 10 Oct 2025
Enhancing Faithfulness in Abstractive Summarization via Span-Level Fine-Tuning Sicong Huang Qianqi Yan Shengze Wang Ian Lane HILM 141 0 0 10 Oct 2025
Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback Yisha Wu Cen Mia Zhao Yuanpei Cao Xiaoqing Su Yashar Mehdad Mindy Ji Claire Na Cheng 101 0 0 08 Oct 2025
ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs Wonjun Kang Kevin Galim Seunghyuk Oh M Lee Yuchen Zeng ... Coleman Hooper Yuezhou Hu H. Koo N. Cho Kangwook Lee 176 5 0 06 Oct 2025
MDSEval: A Meta-Evaluation Benchmark for Multimodal Dialogue Summarization Yinhong Liu Jianfeng He Hang Su Ruixue Lian Yi Nian Jake W. Vincent Srikanth Vishnubhotla Robinson Piramuthu Saab Mansour 92 0 0 02 Oct 2025
QUARTZ : QA-based Unsupervised Abstractive Refinement for Task-oriented Dialogue Summarization Mohamed Imed Eddine Ghebriout Gaël Guibon Ivan Lerner Emmanuel Vincent 81 0 0 30 Sep 2025
Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation Yen-Ju Lu Thomas Thebaud Laureano Moro-Velazquez Najim Dehak Jesus Villalba 120 1 0 29 Sep 2025
SemShareKV: Efficient KVCache Sharing for Semantically Similar Prompts via Token-Level LSH Matching Xinye Zhao Spyridon Mastorakis 90 2 0 29 Sep 2025
Beyond Greedy Exits: Improved Early Exit Decisions for Risk Control and Reliability Divya J. Bajpai M. Hanawal 68 0 0 28 Sep 2025
Enhancing Low-Rank Adaptation with Structured Nonlinear Transformations Guanzhi Deng Mingyang Liu Dapeng Wu Y. Li Linqi Song AI4CE 100 0 0 26 Sep 2025
Defending MoE LLMs against Harmful Fine-Tuning via Safety Routing Alignment Jaehan Kim Minkyoo Song Seungwon Shin Sooel Son MoE 156 0 0 26 Sep 2025
Value-Guided KV Compression for LLMs via Approximated CUR Decomposition Ayan Sengupta Siddhant Chaudhary Tanmoy Chakraborty MQ 108 1 0 18 Sep 2025
Public Data Assisted Differentially Private In-Context Learning Seongho Joo Hyukhun Koh Kyomin Jung 128 0 0 13 Sep 2025
A Comprehensive Review of Reinforcement Learning for Autonomous Driving in the CARLA Simulator Elahe Delavari Feeza Khan Khanzada Jaerock Kwon 100 2 0 10 Sep 2025
PDTrim: Targeted Pruning for Prefill-Decode Disaggregation in Inference Hao Zhang Mengsi Lyu Zhuo Chen Xingrun Xing Yulong Ao Yonghua Lin 399 1 0 29 Aug 2025
AdaptCache: KV Cache Native Storage Hierarchy for Low-Delay and High-Quality Language Model Serving Shaoting Feng Hanchen Li Kuntai Du Zhuohan Gu Yuhan Liu ... Siddhant Ray Samuel Shen Yihua Cheng Ganesh Ananthanarayanan Junchen Jiang 124 1 0 28 Aug 2025
TComQA: Extracting Temporal Commonsense from Text Lekshmi R Nair Arun Sankar Koninika Pal RALM 84 0 0 21 Aug 2025
S3LoRA: Safe Spectral Sharpness-Guided Pruning in Adaptation of Agent Planner Shuang Ao Gopal Rumchurn 108 0 0 20 Aug 2025
Let's Measure Information Step-by-Step: LLM-Based Evaluation Beyond Vibes Zachary Robertson Sanmi Koyejo 167 2 0 07 Aug 2025
The Blessing and Curse of Dimensionality in Safety Alignment R. Teo Laziz U. Abdullaev Tan M. Nguyen 209 4 0 27 Jul 2025
Flora: Effortless Context Construction to Arbitrary Length and Scale Tianxiang Chen Zhentao Tan Xiaofan Bo Yue Wu Tao Gong Qi Chu Jieping Ye Nenghai Yu CLL LRM 223 1 0 26 Jul 2025
Smooth Reading: Bridging the Gap of Recurrent LLM to Self-Attention LLM on Long-Context Tasks Kai Liu Zhan Su Peijie Dong Fengran Mo Jianfei Gao ShaoTing Zhang Kai-xiang Chen 111 1 0 25 Jul 2025
HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging Taha Ceritli Ondrej Bohdal Mete Ozay J. Moon Kyeng-Hun Lee Hyeonmok Ko Umberto Michieli MoMe 120 2 0 23 Jul 2025
Efficient Compositional Multi-tasking for On-device Large Language Models Ondrej Bohdal Mete Ozay J. Moon Kyeng-Hun Lee Hyeonmok Ko Umberto Michieli 182 1 0 21 Jul 2025
COSMMIC: Comment-Sensitive Multimodal Multilingual Indian Corpus for Summarization and Headline GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Raghvendra Kumar S. A. Mohammed Salman Aryan Sahu Tridib Nandi Pragathi Y. P. S. Saha Jose G. Moreno 188 2 0 18 Jun 2025
Unintended Harms of Value-Aligned LLMs: Psychological and Empirical InsightsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Sooyung Choi Jaehyeok Lee Xiaoyuan Yi Jing Yao Xing Xie JinYeong Bak 152 1 0 06 Jun 2025
Controlling Summarization Length Through EOS Token Weighting Zeno Belligoli Emmanouil Stergiadis Eran Fainman Ilya Gusev 191 1 0 05 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 280 6 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 217 0 0 29 May 2025
Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs Artem Vazhentsev Abdelrahman Boda Sadallah Gleb Kuzmin Ekaterina Fadeeva Ivan Lazichny ... Maxim Panov Timothy Baldwin Mrinmaya Sachan Preslav Nakov Artem Shelmanov EDL HILM 371 3 0 26 May 2025
Multi-Party Conversational Agents: A Survey Sagar Sapkota M. Hasan Mubarak Shah Santu Karmaker LLMAG 243 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 216 8 0 22 May 2025
QA-prompting: Improving Summarization with Large Language Models using Question-Answering Neelabh Sinha RALM LRM 256 1 0 20 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 148 0 0 19 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 192 0 0 19 May 2025
What Are They Talking About? A Benchmark of Knowledge-Grounded Discussion Summarization Weixiao Zhou Junnan Zhu Gengyao Li Xianfu Cheng Xinnian Liang Feifei Zhai Zhiyu Li ALM 329 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 302 10 0 17 May 2025
Multi-Token Prediction Needs Registers Anastasios Gerontopoulos Spyros Gidaris N. Komodakis 359 3 0 15 May 2025