Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Fact Checking research benchmarks – Page 2 · SOTA2 Research

Fact Checking

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

None (Original Claims)

94.3F1 Macro

14

Feb 26, 2026

DeepFact-Bench (test)

87.2Accuracy

13

Mar 9, 2026

AVERICITEC Retrieved Evidence (test)

77.7Accuracy

12

Apr 23, 2026

91.9Balanced Accuracy

12

Mar 4, 2026

72.55Macro F1

12

Feb 26, 2026

71.82Macro F1 (2-hop)

12

Feb 26, 2026

hybrid fact-verification pipeline

93.1Accuracy

12

Jun 29, 2026

68.2Accuracy

11

Feb 26, 2026

62.1Balanced Accuracy

10

May 12, 2026

56.4Balanced Accuracy

10

May 12, 2026

LLM-AGGREFACT (test)

0.2Cost ($)

10

Feb 26, 2026

FEVER v1.0 (dev)

55.1Acc

10

Feb 26, 2026

AVeriTeC (test)

0.48Hu-METEOR (Q only)

9

Feb 26, 2026

88.78F1 Score

8

Mar 24, 2026

86.56Accuracy

8

Mar 24, 2026

75ROC-AUC

7

Apr 29, 2026

ExClaim (subsample)

4.68Explanation Correctness

7

Apr 16, 2026

89.8Balanced Accuracy

7

Feb 26, 2026

MOCHEG DEFAME target system (original (non-adversarial) and adversarial)

78.7Accuracy

6

Feb 26, 2026

MOCHEG LEMMA target system (original (non-adversarial) and adversarial)

66.1Accuracy

6

Feb 26, 2026

Short-Text Fact-Checking Aggregate

GraphCheck-Llama3.3 70B

78.5Overall Accuracy

6

Feb 26, 2026

MiniCheck (test)

GraphCheck-Llama3.3 70B

81.2Balanced Accuracy

6

Feb 26, 2026

0.46Hu-METEOR (Q only)

6

Feb 26, 2026

MOCHEG HiSS target system (original (non-adversarial) and adversarial)

77.5Accuracy

5

Feb 26, 2026

Check-COVID (120 claims)

GPT-5-mini + RAG

85.83Accuracy

4

Mar 31, 2026

Page 2 of 3

Popular datasets

FEVER LIAR HoVer FEVEROUS Mocheg

Follow for updates

Join SOTA2 Contact