A Critical Evaluation of Evaluations for Long-form Question Answering

29 May 2023

Papers citing "A Critical Evaluation of Evaluations for Long-form Question Answering"

38 / 38 papers shown

Title
InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation Yunjia Xi Jianghao Lin Menghui Zhu Yongzhao Xiao Zhuoying Ou ... Weiwen Liu Yasheng Wang Ruiming Tang Weinan Zhang Yong Yu 96 1 0 21 May 2025
How Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the Wild Saad Obaid ul Islam Anne Lauscher Goran Glavaš HILM LRM 160 2 0 21 Feb 2025
Prompt-based Depth Pruning of Large Language Models Juyun Wee Minjae Park Jaeho Lee VLM 162 0 0 04 Feb 2025
Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation Takyoung Kim Kyungjae Lee Y. Jang Ji Yong Cho Gangwoo Kim Minseok Cho Moontae Lee 258 1 0 28 Jan 2025
PRD: Peer Rank and Discussion Improve Large Language Model based Evaluations Ruosen Li Teerth Patel Xinya Du LLMAG ALM 141 102 0 03 Jan 2025
Systematic Evaluation of LLM-as-a-Judge in LLM Alignment Tasks: Explainable Metrics and Diverse Prompt Templates Hui Wei Shenghua He Tian Xia Andy H. Wong Jingyang Lin Mei Han Mei Han ALM ELM 143 32 0 23 Aug 2024
Inverse Constitutional AI: Compressing Preferences into Principles Arduin Findeis Timo Kaufmann Eyke Hüllermeier Samuel Albanie Robert Mullins SyDa 95 12 0 02 Jun 2024
Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories Tianlong Wang Xianfeng Jiao Yifan He Zhongzhi Chen Yinghao Zhu Xu Chu Junyi Gao Yasha Wang Liantao Ma LLMSV 122 15 0 26 May 2024
ir_explain: a Python Library of Explainable IR Methods Siyang Song Harsh Agarwal Venktesh V Avishek Anand Swastik Mohanty Debapriyo Majumdar Mandar Mitra XAI 110 1 0 29 Apr 2024
AdvisorQA: Towards Helpful and Harmless Advice-seeking Question Answering with Collective Intelligence Minbeom Kim Hwanhee Lee Joonsuk Park Hwaran Lee Kyomin Jung 94 3 0 18 Apr 2024
Evaluating Human-Language Model Interaction Mina Lee Megha Srivastava Amelia Hardy John Thickstun Esin Durmus ... Hancheng Cao Tony Lee Rishi Bommasani Michael S. Bernstein Percy Liang LM&MA ALM 95 102 0 19 Dec 2022
FineD-Eval: Fine-grained Automatic Dialogue-Level Evaluation Chen Zhang L. F. D’Haro Qiquan Zhang Thomas Friedrichs Haizhou Li 63 16 0 25 Oct 2022
Towards a Unified Multi-Dimensional Evaluator for Text Generation Ming Zhong Yang Liu Da Yin Yuning Mao Yizhu Jiao Peng Liu Chenguang Zhu Heng Ji Jiawei Han ELM 85 276 0 13 Oct 2022
SNaC: Coherence Error Detection for Narrative Summarization Tanya Goyal Junyi Jessy Li Greg Durrett 89 28 0 19 May 2022
Modeling Exemplification in Long-form Question Answering via Retrieval Shufan Wang Fangyuan Xu Laure Thompson Eunsol Choi Mohit Iyyer 58 11 0 19 May 2022
Improving Passage Retrieval with Zero-Shot Question Generation Devendra Singh Sachan M. Lewis Mandar Joshi Armen Aghajanyan Wen-tau Yih J. Pineau Luke Zettlemoyer OOD LRM 103 165 0 15 Apr 2022
Read before Generate! Faithful Long Form Question Answering with Machine Reading Dan Su Xiaoguang Li Jindi Zhang Lifeng Shang Xin Jiang Qun Liu Pascale Fung HILM 65 61 0 01 Mar 2022
COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics Lianhui Qin Sean Welleck Daniel Khashabi Yejin Choi AI4CE 97 151 0 23 Feb 2022
Repairing the Cracked Foundation: A Survey of Obstacles in Evaluation Practices for Generated Text Sebastian Gehrmann Elizabeth Clark Thibault Sellam ELM AI4CE 138 193 0 14 Feb 2022
Bidimensional Leaderboards: Generate and Evaluate Language Hand in Hand Jungo Kasai Keisuke Sakaguchi Ronan Le Bras Lavinia Dunagan Jacob Morrison Alexander R. Fabbri Yejin Choi Noah A. Smith 82 40 0 08 Dec 2021
SummaC: Re-Visiting NLI-based Models for Inconsistency Detection in Summarization Philippe Laban Tobias Schnabel Paul N. Bennett Marti A. Hearst HILM 107 396 0 18 Nov 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 348 1,708 0 15 Oct 2021
BARTScore: Evaluating Generated Text as Text Generation Weizhe Yuan Graham Neubig Pengfei Liu 119 849 0 22 Jun 2021
BlonDe: An Automatic Evaluation Metric for Document-level Machine Translation Yu Jiang Tianyu Liu Shuming Ma Dongdong Zhang Jian Yang Haoyang Huang Rico Sennrich Ryan Cotterell Mrinmaya Sachan M. Zhou 47 60 0 22 Mar 2021
Evaluating Factuality in Generation with Dependency-level Entailment Tanya Goyal Greg Durrett 112 151 0 12 Oct 2020
MOCHA: A Dataset for Training and Evaluating Generative Reading Comprehension Metrics Anthony Chen Gabriel Stanovsky Sameer Singh Matt Gardner 76 51 0 07 Oct 2020
Evaluation of Text Generation: A Survey Asli Celikyilmaz Elizabeth Clark Jianfeng Gao ELM LM&MA 115 387 0 26 Jun 2020
Adversarial NLI for Factual Correctness in Text Summarisation Models Mario Barrantes Benedikt Herudek Richard Wang 46 17 0 24 May 2020
On Faithfulness and Factuality in Abstractive Summarization Joshua Maynez Shashi Narayan Bernd Bohnet Ryan T. McDonald HILM 81 1,038 0 02 May 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 179 4,092 0 10 Apr 2020
Stanza: A Python Natural Language Processing Toolkit for Many Human Languages Peng Qi Yuhao Zhang Yuhui Zhang Jason Bolton Christopher D. Manning AI4TS 253 1,695 0 16 Mar 2020
Efficient Content-Based Sparse Attention with Routing Transformers Aurko Roy M. Saffar Ashish Vaswani David Grangier MoE 324 602 0 12 Mar 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 140 2,116 0 10 Feb 2020
Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher HILM 115 746 0 28 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 462 20,317 0 23 Oct 2019
ELI5: Long Form Question Answering Angela Fan Yacine Jernite Ethan Perez David Grangier Jason Weston Michael Auli AI4MH ELM 103 624 0 22 Jul 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 352 5,860 0 21 Apr 2019
Texygen: A Benchmarking Platform for Text Generation Models Yaoming Zhu Sidi Lu Lei Zheng Jiaxian Guo Weinan Zhang Jun Wang Yong Yu 107 692 0 06 Feb 2018