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Papers Benchmarks Datasets Tasks

Behavioral Stylometry research benchmarks · SOTA2 Research

Behavioral Stylometry

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Lichess 10k-40k+ (all)

Behavioral Stylometry Transformer

98.2Accuracy

20

Feb 26, 2026

Lichess High-ranked subsets

0.651Accuracy

16

Feb 26, 2026

Lichess High-ranked ∪ 10K-40K+

80.6Accuracy

12

Feb 26, 2026

Lichess 40k+ players

Behavioral Stylometry Transformer

100Accuracy

8

Feb 26, 2026

Lichess 30k-40k+ players

Behavioral Stylometry Transformer

100Accuracy

8

Feb 26, 2026

Lichess 20k-40k+ players

Behavioral Stylometry Transformer

100Accuracy

8

Feb 26, 2026

Lichess 10k-40k+ (unseen)

High-Ranked Model

0.86Accuracy

8

Feb 26, 2026

Lichess 10k+ games (all)

Behavioral Stylometry Transformer

98.2P@1

6

Feb 26, 2026

Lichess 10k+ games (seen)

Behavioral Stylometry Transformer

98.2P@1

6

Feb 26, 2026

Lichess 10k+ games (unseen)

Behavioral Stylometry Transformer

97.9P@1

6

Feb 26, 2026

Behavioral Stylometry Transformer

99.5Accuracy

4

Feb 26, 2026

McIlroy-Young seen

High-Ranked Model

95.3Accuracy

4

Feb 26, 2026

Lichess High-ranked (unseen)

High-Ranked Model

30.1Accuracy

4

Feb 26, 2026

Lichess High-ranked (seen)

High-Ranked Model

26.5Accuracy

4

Feb 26, 2026

Lichess High-ranked high only C (unseen)

High-Ranked Model

30.8Accuracy

4

Feb 26, 2026

Lichess High-ranked high only C (seen)

High-Ranked Model

27.3Accuracy

4

Feb 26, 2026

Lichess High-ranked ∪ 10K-40K+ (seen)

High-Ranked Model

59Accuracy

4

Feb 26, 2026

Lichess 40k+ (unseen)

High-Ranked Model

90Accuracy

4

Feb 26, 2026

Lichess 40k+ (seen)

High-Ranked Model

89.5Accuracy

4

Feb 26, 2026

Lichess 30k-40k+ (unseen)

High-Ranked Model

87.5Accuracy

4

Feb 26, 2026

Lichess 30k-40k+ (seen)

High-Ranked Model

88.6Accuracy

4

Feb 26, 2026

Lichess 20k-40k+ (unseen)

High-Ranked Model

84.8Accuracy

4

Feb 26, 2026

Lichess 20k-40k+ (seen)

High-Ranked Model

87Accuracy

4

Feb 26, 2026

Lichess 10k-40k+ (seen)

High-Ranked Model

0.853Accuracy

4

Feb 26, 2026

High-ranked players

Behavioral Stylometry Transformer

30.8Precision@1

4

Feb 26, 2026

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Lichess McIlroy-Young High-ranked players

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