Misinformation Detection

Benchmarks

Dataset Name	SOTA Method	Metric
AMTCele	GPT4o	Accuracy88.88	64	3mo ago
COCO	IT_zs	Accuracy81.9	30	3mo ago
Chinese Dataset	LCV	macF188.69	29	21d ago
English Dataset	LCV	Macro F178.64	29	21d ago
PHEME	MetaAdapt	Accuracy69.2	26	3mo ago
CoAID	TEGRA	Accuracy99.42	26	1mo ago
SLN (test)	KALM	Micro F194.22	26	3mo ago
PolitiFact	PAMAS	Accuracy96.43	21	3mo ago
LUN	KALM	Macro F169.82	17	3mo ago
MMCoVaR	BiMind	Accuracy95.1	16	1mo ago
VERITE (out-of-distribution)	LADLE-MM	Accuracy79.6	13	3mo ago
Horne 2017	TEGRA	Accuracy99.99	12	3mo ago
MISBENCH (Multi-hop based Misinformation) 1.0 (test)	GPT-4o	Factual Memory Success Rate96.88	12	3mo ago
MISBENCH One-hop based Misinformation 1.0 (test)	GPT-4o	Factual Memory Success Rate91.44	12	3mo ago
DeRev 2018	PAMAS	Accuracy96.28	11	3mo ago
Amazon	PAMAS	Accuracy0.9715	11	3mo ago
COVID Domain 1.0 (100 Labeled News Articles)	DACA	Precision86.5	10	5d ago
COVID Domain News (50 labeled articles)	DACA	Precision81.9	10	5d ago
COVID news domain (test)	DACA	Precision71.6	9	5d ago
Financial Misinformation infodemic domain	DACA	Precision80.4	9	5d ago
Chinese News Dataset	DACA	Precision0.822	9	5d ago
Constraint Dataset	DACA	Precision76.8	9	5d ago
LUN (test)	KALM	Micro F171.28	9	3mo ago
DGM4 (test)	Fact-checking (ours)	Accuracy55	7	3mo ago
Misinformation Detection Dataset (test)	DACA	Precision71.6	4	5d ago

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