Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks

16 December 2021

Papers citing "Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks"

37 / 37 papers shown

Title
ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models Singon Kim Gunho Jung Seong-Whan Lee RALM 28 0 0 17 Apr 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 147 1 0 18 Feb 2025
Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting Fanpu Cao Shu Yang Zhengjian Chen Ye Liu Laizhong Cui AI4TS 36 0 0 28 Jan 2025
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented Generation Yun Jiang Zilong Xie Wei Zhang Yun Fang Shuai Pan RALM 67 0 0 01 Nov 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 48 7 0 17 Jul 2024
How to Train Your Fact Verifier: Knowledge Transfer with Multimodal Open Models Jaeyoung Lee Ximing Lu Jack Hessel Faeze Brahman Youngjae Yu Yonatan Bisk Yejin Choi Saadia Gabriel 23 3 0 29 Jun 2024
RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented Generation Kiseung Kim Jay-Yoon Lee RALM 35 5 0 09 Jun 2024
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation Kun Zhu Xiaocheng Feng Xiyuan Du Yuxuan Gu Weijiang Yu Haotian Wang Qianglong Chen Zheng Chu Jingchang Chen Bing Qin 38 4 0 03 Jun 2024
SPAGHETTI: Open-Domain Question Answering from Heterogeneous Data Sources with Retrieval and Semantic Parsing Heidi C. Zhang Sina J. Semnani Farhad Ghassemi Jialiang Xu Shicheng Liu Monica S. Lam RALM 24 6 0 01 Jun 2024
Multi-Granularity Guided Fusion-in-Decoder Eunseong Choi Hyeri Lee Jongwuk Lee 28 0 0 03 Apr 2024
RAGGED: Towards Informed Design of Retrieval Augmented Generation Systems Jennifer Hsia Afreen Shaikh Zhiruo Wang Graham Neubig RALM 25 10 0 14 Mar 2024
Grounding Language Model with Chunking-Free In-Context Retrieval Hongjin Qian Zheng Liu Kelong Mao Yujia Zhou Zhicheng Dou 37 13 0 15 Feb 2024
Large Multi-Modal Models (LMMs) as Universal Foundation Models for AI-Native Wireless Systems Shengzhe Xu Christo Kurisummoottil Thomas Omar Hashash Nikhil Muralidhar Walid Saad Naren Ramakrishnan 21 21 0 30 Jan 2024
Learning to Filter Context for Retrieval-Augmented Generation Zhiruo Wang Jun Araki Zhengbao Jiang Md. Rizwan Parvez Graham Neubig RALM 20 50 0 14 Nov 2023
Detrimental Contexts in Open-Domain Question Answering Philhoon Oh James Thorne 9 1 0 27 Oct 2023
NoteChat: A Dataset of Synthetic Doctor-Patient Conversations Conditioned on Clinical Notes Junda Wang Zonghai Yao Zhichao Yang Huixue Zhou Rumeng Li Xun Wang Yucheng Xu Hong-ye Yu LM&MA 22 21 0 24 Oct 2023
Why LLMs Hallucinate, and How to Get (Evidential) Closure: Perceptual, Intensional, and Extensional Learning for Faithful Natural Language Generation Adam Bouyamourn 87 15 0 23 Oct 2023
Merging Generated and Retrieved Knowledge for Open-Domain QA Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Honglak Lee Lu Wang RALM 23 37 0 22 Oct 2023
Unleashing Potential of Evidence in Knowledge-Intensive Dialogue Generation Xianjie Wu Jian Yang Tongliang Li Di Liang Shiwei Zhang Yiyang Du Zhoujun Li HILM 11 2 0 15 Sep 2023
Retrieval-Based Transformer for Table Augmentation Michael R. Glass Xueqing Wu Ankita Rajaram Naik Gaetano Rossiello A. Gliozzo RALM LMTD 16 6 0 20 Jun 2023
Reimagining Retrieval Augmented Language Models for Answering Queries W. Tan Yuliang Li Pedro Rodriguez Rich James Xi Victoria Lin A. Halevy Scott Yih KELM LRM 21 9 0 01 Jun 2023
RFiD: Towards Rational Fusion-in-Decoder for Open-Domain Question Answering Cunxiang Wang Hao Yu Yue Zhang 14 9 0 26 May 2023
Learning Answer Generation using Supervision from Automatic Question Answering Evaluators Matteo Gabburo Siddhant Garg Rik Koncel-Kedziorski Alessandro Moschitti 11 6 0 24 May 2023
Evaluating Open-Domain Question Answering in the Era of Large Language Models Ehsan Kamalloo Nouha Dziri C. Clarke Davood Rafiei ELM 14 98 0 11 May 2023
Expository Text Generation: Imitate, Retrieve, Paraphrase Nishant Balepur Jie Huang Kevin Chen-Chuan Chang 8 8 0 05 May 2023
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories Alex Troy Mallen Akari Asai Victor Zhong Rajarshi Das Daniel Khashabi Hannaneh Hajishirzi RALM HILM KELM 6 505 0 20 Dec 2022
Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models Shujian Zhang Chengyue Gong Xingchao Liu RALM 32 6 0 02 Nov 2022
Knowledge Transfer from Answer Ranking to Answer Generation Matteo Gabburo Rik Koncel-Kedziorski Siddhant Garg Luca Soldaini Alessandro Moschitti 17 7 0 23 Oct 2022
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation Sebastian Hofstatter Jiecao Chen K. Raman Hamed Zamani RALM 24 76 0 28 Sep 2022
Claim-Dissector: An Interpretable Fact-Checking System with Joint Re-ranking and Veracity Prediction Martin Fajcik P. Motlícek Pavel Smrz 15 18 0 28 Jul 2022
Multi-Task Retrieval-Augmented Text Generation with Relevance Sampling Sebastian Hofstatter Jiecao Chen K. Raman Hamed Zamani RALM 13 11 0 07 Jul 2022
MIA 2022 Shared Task: Evaluating Cross-lingual Open-Retrieval Question Answering for 16 Diverse Languages Akari Asai Shayne Longpre Jungo Kasai Chia-Hsuan Lee Rui Zhang Junjie Hu Ikuya Yamada J. Clark Eunsol Choi LRM 17 14 0 02 Jul 2022
Tackling Query-Focused Summarization as A Knowledge-Intensive Task: A Pilot Study Weijia Zhang Svitlana Vakulenko Thilina C. Rajapakse Yumo Xu Evangelos Kanoulas RALM 12 5 0 14 Dec 2021
Hindsight: Posterior-guided training of retrievers for improved open-ended generation Ashwin Paranjape Omar Khattab Christopher Potts Matei A. Zaharia Christopher D. Manning RALM 67 42 0 14 Oct 2021
Entity-Based Knowledge Conflicts in Question Answering Shayne Longpre Kartik Perisetla Anthony Chen Nikhil Ramesh Chris DuBois Sameer Singh HILM 241 236 0 10 Sep 2021
Multi-task Retrieval for Knowledge-Intensive Tasks Jean Maillard Vladimir Karpukhin Fabio Petroni Wen-tau Yih Barlas Oğuz Veselin Stoyanov Gargi Ghosh 202 64 0 01 Jan 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 180 249 0 08 Dec 2020