JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world Claims

16 January 2024

Papers citing "JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world Claims"

50 / 69 papers shown

Title
CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking Delvin Ce Zhang Dongwon Lee HILM LRM 111 0 0 09 Feb 2025
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy Rishabh Uapadhyay Marco Viviani 83 0 0 07 Feb 2025
Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Method Xuan Zhang Wei Gao LRM 40 86 0 30 Sep 2023
Benchmarking the Generation of Fact Checking Explanations Daniel Russo Serra Sinem Tekiroğlu Marco Guerini 37 18 0 29 Aug 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 75 640 0 18 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 197 11,484 0 18 Jul 2023
Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models Fengzhu Zeng Wei Gao 42 5 0 05 Jun 2023
Enabling Large Language Models to Generate Text with Citations Tianyu Gao Howard Yen Jiatong Yu Danqi Chen LM&MA HILM 67 336 0 24 May 2023
Fact-Checking Complex Claims with Program-Guided Reasoning Liangming Pan Xiaobao Wu Xinyuan Lu Anh Tuan Luu William Yang Wang Min-Yen Kan Preslav Nakov LRM 60 122 0 22 May 2023
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta Learning Zhenrui Yue Huimin Zeng Yang Zhang Lanyu Shang Dong Wang 42 17 0 22 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 98 1,850 0 17 May 2023
Augmented Language Models: a Survey Grégoire Mialon Roberto Dessì Maria Lomeli Christoforos Nalmpantis Ramakanth Pasunuru ... Jane Dwivedi-Yu Asli Celikyilmaz Edouard Grave Yann LeCun Thomas Scialom LRM KELM 62 378 0 15 Feb 2023
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 107 611 0 30 Jan 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 94 567 0 20 Dec 2022
Best- $k$ Search Algorithm for Neural Text Generation Jiacheng Xu Caiming Xiong Silvio Savarese Yingbo Zhou 59 5 0 22 Nov 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 139 3,072 0 20 Oct 2022
Prompting GPT-3 To Be Reliable Chenglei Si Zhe Gan Zhengyuan Yang Shuohang Wang Jianfeng Wang Jordan L. Boyd-Graber Lijuan Wang KELM LRM 77 293 0 17 Oct 2022
A Coarse-to-fine Cascaded Evidence-Distillation Neural Network for Explainable Fake News Detection Zhiwei Yang Jing Ma Hechang Chen Hongzhan Lin Ziyang Luo Yi-Ju Chang 61 13 0 29 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators Wenhao Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 278 328 0 21 Sep 2022
Factual and Informative Review Generation for Explainable Recommendation Zhouhang Xie Sameer Singh Julian McAuley Bodhisattwa Prasad Majumder 69 26 0 12 Sep 2022
CHEF: A Pilot Chinese Dataset for Evidence-Based Fact-Checking Xuming Hu Zhijiang Guo Guan-Huei Wu Aiwei Liu Lijie Wen Philip S. Yu HILM 39 46 0 06 Jun 2022
End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and Models Barry Menglong Yao Aditya Shah Lichao Sun Jin-Hee Cho Lifu Huang MLLM LRM 69 83 0 25 May 2022
RankGen: Improving Text Generation with Large Ranking Models Kalpesh Krishna Yapei Chang John Wieting Mohit Iyyer AIMat 39 68 0 19 May 2022
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Haokun Liu Derek Tam Mohammed Muqeeth Jay Mohta Tenghao Huang Joey Tianyi Zhou Colin Raffel 69 881 0 11 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 570 9,009 0 28 Jan 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 103 864 0 16 Dec 2021
Improving language models by retrieving from trillions of tokens Sebastian Borgeaud A. Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford ... Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen Laurent Sifre KELM RALM 150 1,056 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 65 387 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 297 1,679 0 15 Oct 2021
A Survey on Automated Fact-Checking Zhijiang Guo Michael Schlichtkrull Andreas Vlachos 65 470 0 26 Aug 2021
ProoFVer: Natural Logic Theorem Proving for Fact Verification Amrith Krishna Sebastian Riedel Andreas Vlachos 62 63 0 25 Aug 2021
X-FACT: A New Benchmark Dataset for Multilingual Fact Checking Ashim Gupta Vivek Srikumar HILM 50 99 0 17 Jun 2021
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering Devendra Singh Sachan Siva Reddy William L. Hamilton Chris Dyer Dani Yogatama OOD RALM 60 163 0 09 Jun 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 448 3,952 0 18 Apr 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 341 1,013 0 17 Apr 2021
QuestEval: Summarization Asks for Fact-based Evaluation Thomas Scialom Paul-Alexis Dray Patrick Gallinari Sylvain Lamprier Benjamin Piwowarski Jacopo Staiano Alex Jinpeng Wang HILM 41 273 0 23 Mar 2021
Towards Few-Shot Fact-Checking via Perplexity Nayeon Lee Yejin Bang Andrea Madotto Madian Khabsa Pascale Fung AAML 20 91 0 17 Mar 2021
MAUVE: Measuring the Gap Between Neural Text and Human Text using Divergence Frontiers Krishna Pillutla Swabha Swayamdipta Rowan Zellers John Thickstun Sean Welleck Yejin Choi Zaïd Harchaoui 79 347 0 02 Feb 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 223 260 0 08 Dec 2020
Explainable Automated Fact-Checking: A Survey Neema Kotonya Francesca Toni 37 116 0 07 Nov 2020
Pre-trained Summarization Distillation Sam Shleifer Alexander M. Rush 40 99 0 24 Oct 2020
Explainable Automated Fact-Checking for Public Health Claims Neema Kotonya Francesca Toni 247 252 0 19 Oct 2020
Multi-Hop Fact Checking of Political Claims W. Ostrowski Arnav Arora Pepa Atanasova Isabelle Augenstein LRM 48 40 0 10 Sep 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 94 1,141 0 02 Jul 2020
GCAN: Graph-aware Co-Attention Networks for Explainable Fake News Detection on Social Media Yi-Ju Lu Cheng-Te Li GNN 87 392 0 24 Apr 2020
Generating Fact Checking Explanations Pepa Atanasova J. Simonsen Christina Lioma Isabelle Augenstein 45 193 0 13 Apr 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 125 3,676 0 10 Apr 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 84 2,050 0 10 Feb 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 191 2,029 0 18 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 99 11,959 0 13 Nov 2019