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Claim Verification on AIChartClaim

71.6Macro F1MEVER
40.50448.57756.6564.723Feb 10, 2026
Updated 8mo ago

Evaluation results

MethodLinks
MEVEREvidence Setting=Gold2026.0271.6
MEVEREvidence Setting=Retrieved2026.0271.6
ECENetEvidence Setting=Retrieved2026.0270.2
CORRECTEvidence Setting=Retrieved2026.0270
ECENetEvidence Setting=Gold2026.0270
MR2RetrievedEvidence Setting=Gold2026.0269.9
MR2RetrievedEvidence Setting=Retrieved2026.0269.8
CCNEvidence Setting=Gold2026.0269.8
ESCNetEvidence Setting=Retrieved2026.0269.6
ESCNetEvidence Setting=Gold2026.0269.5
TransformerXH++Evidence Setting=Gold2026.0269.4
CCNEvidence Setting=Retrieved2026.0269.3
UniChartEvidence Setting=Gold2026.0269.3
TransformerXHEvidence Setting=Retrieved2026.0269.1
ChartGemmaEvidence Setting=Gold2026.0269.1
CausalWalkEvidence Setting=Retrieved2026.0269
KGATEvidence Setting=Retrieved2026.0268.8
KGATEvidence Setting=Gold2026.0268.7
TransformerXHEvidence Setting=Gold2026.0268.6
ChartGemmaEvidence Setting=Retrieved2026.0268.6
MEVER w/o imagesEvidence Setting=Retrieved2026.0268.5
CausalWalkEvidence Setting=Gold2026.0268.4
UniChartEvidence Setting=Retrieved2026.0268.4
TransformerXH++Evidence Setting=Retrieved2026.0268.3
CORRECTEvidence Setting=Gold2026.0267.9
RAVEvidence Setting=Retrieved2026.0267.6
RAVEvidence Setting=Gold2026.0267.5
MultiKE-GATEvidence Setting=Retrieved2026.0267.3
MultiKE-GATEvidence Setting=Gold2026.0266.6
MEVER w/o imagesEvidence Setting=Gold2026.0266.3
JustiLMEvidence Setting=Gold2026.0265.4
JustiLMEvidence Setting=Retrieved2026.0265.3
MochegModelEvidence Setting=Retrieved2026.0259
MochegModelEvidence Setting=Gold2026.0257.9
GPT-4oEvidence Setting=Gold2026.0251
ChartBERTEvidence Setting=Retrieved2026.0243
ChartBERTEvidence Setting=Gold2026.0242.6
GPT-4oEvidence Setting=Retrieved2026.0241.7