Misinformation Detection

Benchmarks

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

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