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The Surprising Performance of Simple Baselines for Misinformation
  Detection

The Surprising Performance of Simple Baselines for Misinformation Detection

The Web Conference (WWW), 2021
14 April 2021
Kellin Pelrine
Jacob Danovitch
Reihaneh Rabbany
ArXiv (abs)PDFHTMLHuggingFace (1 upvotes)

Papers citing "The Surprising Performance of Simple Baselines for Misinformation Detection"

20 / 20 papers shown
Model Attribution in LLM-Generated Disinformation: A Domain
  Generalization Approach with Supervised Contrastive Learning
Model Attribution in LLM-Generated Disinformation: A Domain Generalization Approach with Supervised Contrastive Learning
Alimohammad Beigi
Zhen Tan
Nivedh Mudiam
Canyu Chen
Kai Shu
Huan Liu
DeLMO
419
2
0
31 Jul 2024
garak: A Framework for Security Probing Large Language Models
garak: A Framework for Security Probing Large Language Models
Leon Derczynski
Erick Galinkin
Jeffrey Martin
Subho Majumdar
Nanna Inie
AAMLELM
372
40
0
16 Jun 2024
Heterogeneous Subgraph Transformer for Fake News Detection
Heterogeneous Subgraph Transformer for Fake News Detection
Yuchen Zhang
Xiaoxia Ma
Hongzhi Zhang
Jian Yang
Hao Fan
254
29
0
19 Apr 2024
Rumour Evaluation with Very Large Language Models
Rumour Evaluation with Very Large Language Models
Dahlia Shehata
Robin Cohen
Charles Clarke
169
0
0
11 Apr 2024
Detecting misinformation through Framing Theory: the Frame Element-based
  Model
Detecting misinformation through Framing Theory: the Frame Element-based Model
Guan-Hua Wang
Rebecca Frederick
Jinglong Duan
William Wong
V. Rupar
Weihua Li
Quan-wei Bai
235
9
0
19 Feb 2024
DELL: Generating Reactions and Explanations for LLM-Based Misinformation
  Detection
DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection
Herun Wan
Shangbin Feng
Zhaoxuan Tan
Heng Wang
Yulia Tsvetkov
Minnan Luo
421
77
0
16 Feb 2024
Global-Liar: Factuality of LLMs over Time and Geographic Regions
Global-Liar: Factuality of LLMs over Time and Geographic Regions
Shujaat Mirza
Bruno Coelho
Yuyuan Cui
Christina Pöpper
Damon McCoy
HILM
267
10
0
31 Jan 2024
Predicting Viral Rumors and Vulnerable Users for Infodemic Surveillance
Predicting Viral Rumors and Vulnerable Users for Infodemic Surveillance
Xuan Zhang
Wei Gao
215
0
0
18 Jan 2024
Combining Confidence Elicitation and Sample-based Methods for
  Uncertainty Quantification in Misinformation Mitigation
Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation
Mauricio Rivera
Jean-François Godbout
Reihaneh Rabbany
Kellin Pelrine
HILM
169
21
0
13 Jan 2024
Fake News in Sheep's Clothing: Robust Fake News Detection Against
  LLM-Empowered Style Attacks
Fake News in Sheep's Clothing: Robust Fake News Detection Against LLM-Empowered Style AttacksKnowledge Discovery and Data Mining (KDD), 2023
Jiaying Wu
Bryan Hooi
397
128
0
16 Oct 2023
Prompt-and-Align: Prompt-Based Social Alignment for Few-Shot Fake News
  Detection
Prompt-and-Align: Prompt-Based Social Alignment for Few-Shot Fake News DetectionInternational Conference on Information and Knowledge Management (CIKM), 2023
Jiaying Wu
Xinyu Chen
Haobin Yang
Qi Zhao
Yuhui Shi
AAML
237
28
0
28 Sep 2023
Open, Closed, or Small Language Models for Text Classification?
Open, Closed, or Small Language Models for Text Classification?
Hao Yu
Zachary Yang
Kellin Pelrine
Jean Francois Godbout
Reihaneh Rabbany
324
52
0
19 Aug 2023
DDNAS: Discretized Differentiable Neural Architecture Search for Text
  Classification
DDNAS: Discretized Differentiable Neural Architecture Search for Text ClassificationACM Transactions on Intelligent Systems and Technology (ACM TIST), 2023
Kuan-Yu Chen
Cheng Li
Kuo-Jung Lee
257
4
0
12 Jul 2023
Towards Reliable Misinformation Mitigation: Generalization, Uncertainty,
  and GPT-4
Towards Reliable Misinformation Mitigation: Generalization, Uncertainty, and GPT-4Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Kellin Pelrine
Anne Imouza
Camille Thibault
Meilina Reksoprodjo
Caleb Gupta
J. Christoph
Jean-François Godbout
Reihaneh Rabbany
UQLMAI4CE
426
71
0
24 May 2023
Harnessing the Power of Text-image Contrastive Models for Automatic
  Detection of Online Misinformation
Harnessing the Power of Text-image Contrastive Models for Automatic Detection of Online Misinformation
Hao Chen
Peng Zheng
Xin Wang
Shu Hu
Bin Zhu
Jinrong Hu
Xi Wu
Siwei Lyu
299
9
0
19 Apr 2023
ContCommRTD: A Distributed Content-based Misinformation-aware Community
  Detection System for Real-Time Disaster Reporting
ContCommRTD: A Distributed Content-based Misinformation-aware Community Detection System for Real-Time Disaster ReportingIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023
Elena Simona Apostol
Ciprian-Octavian Truică
Adrian Paschke
327
54
0
30 Jan 2023
Mining User-aware Multi-relations for Fake News Detection in Large Scale
  Online Social Networks
Mining User-aware Multi-relations for Fake News Detection in Large Scale Online Social NetworksWeb Search and Data Mining (WSDM), 2022
Xing Su
Jian Yang
Hongzhi Zhang
Yuchen Zhang
GNN
226
32
0
21 Dec 2022
Probing Spurious Correlations in Popular Event-Based Rumor Detection
  Benchmarks
Probing Spurious Correlations in Popular Event-Based Rumor Detection Benchmarks
Jiaying Wu
Bryan Hooi
298
8
0
19 Sep 2022
Evaluating BERT-based Pre-training Language Models for Detecting
  Misinformation
Evaluating BERT-based Pre-training Language Models for Detecting Misinformation
Rini Anggrainingsih
Ghulam Mubashar Hassan
A. Datta
185
12
0
15 Mar 2022
Towards Fine-Grained Reasoning for Fake News Detection
Towards Fine-Grained Reasoning for Fake News Detection
Yiqiao Jin
Xiting Wang
Ruichao Yang
Luke Huan
Wei Wang
Hao Liao
Xing Xie
GNN
280
86
0
13 Sep 2021
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