Title
Element-aware Summarization with Large Language Models: Expert-aligned Evaluation and Chain-of-Thought Method Yiming Wang Zhuosheng Zhang Rui Wang 138 97 0 22 May 2023
SEAHORSE: A Multilingual, Multifaceted Dataset for Summarization Evaluation Elizabeth Clark Shruti Rijhwani Sebastian Gehrmann Joshua Maynez Roee Aharoni Vitaly Nikolaev Thibault Sellam Aditya Siddhant Dipanjan Das Ankur P. Parikh 126 43 0 22 May 2023
Complex Claim Verification with Evidence Retrieved in the Wild Jifan Chen Grace Kim Aniruddh Sriram Greg Durrett Eunsol Choi HILM 185 92 0 19 May 2023
FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual Knowledge Shangbin Feng Vidhisha Balachandran Yuyang Bai Yulia Tsvetkov KELM HILM 111 60 0 14 May 2023
The Current State of Summarization Fabian Retkowski 124 8 0 08 May 2023
Towards Interpretable and Efficient Automatic Reference-Based Summarization Evaluation Yixin Liu Alexander R. Fabbri Yilun Zhao Pengfei Liu Shafiq Joty Chien-Sheng Wu Caiming Xiong Dragomir R. Radev 88 29 0 07 Mar 2023
WiCE: Real-World Entailment for Claims in Wikipedia Ryo Kamoi Tanya Goyal Juan Diego Rodriguez Greg Durrett 153 100 0 02 Mar 2023
GPTScore: Evaluate as You Desire Jinlan Fu See-Kiong Ng Zhengbao Jiang Pengfei Liu LM&MA ALM ELM 248 329 0 08 Feb 2023
LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control Yilun Zhao Zhenting Qi Linyong Nan Lorenzo Jaime Yu Flores Dragomir R. Radev LMTD 103 22 0 06 Feb 2023
Benchmarking Large Language Models for News Summarization Tianyi Zhang Faisal Ladhak Esin Durmus Percy Liang Kathleen McKeown Tatsunori B. Hashimoto ELM 167 587 0 31 Jan 2023
LongEval: Guidelines for Human Evaluation of Faithfulness in Long-form Summarization Kalpesh Krishna Erin Bransom Bailey Kuehl Mohit Iyyer Pradeep Dasigi Arman Cohan Kyle Lo 100 103 0 30 Jan 2023
The Next Chapter: A Study of Large Language Models in Storytelling Zhuohan Xie Trevor Cohn Jey Han Lau 151 52 0 24 Jan 2023
Socratic Pretraining: Question-Driven Pretraining for Controllable Summarization Artidoro Pagnoni Alexander R. Fabbri Wojciech Kry'sciñski Chien-Sheng Wu RALM 162 18 0 20 Dec 2022
Marvista: Exploring the Design of a Human-AI Collaborative News Reading Tool Xiang Ánthony' Chen Chien-Sheng Wu Lidiya Murakhovs'ka Philippe Laban Tong Niu Wenhao Liu Caiming Xiong SyDa 134 13 0 18 Jul 2022