Chess

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	chess	F1 Score81.19	26
Safe Move Prediction	Chess (Exploratory Learning Phase)	Blunder Rate24.11	16
Anomaly Detection	chess	ROC-AUC93.22	14
Anomaly Detection	chess	PR-AUC1.86	14
Classification	chess	Accuracy85.4	12
Tool Selection	Chess Skill: beginner, intermediate, advanced	Accuracy100	10
Tool Selection	Chess Specialists: opening, midgame, endgame, late-endgame	Accuracy64.4	10
Tabular Classification	chess (test)	F1 Score85	8
Chess Position Evaluation	Chess 1,002 disjoint positions	Mean Evaluation (cp)-243	5
Extrapolation	Chess (8, 8) (test)	Accuracy84.3	4
Classification	Chess (test)	Macro F1-score82.42	3
Board state reconstruction	Chess	Coverage98	3
Decision Tree Rashomon Set Calculation	Chess	Runtime6.12	2
Chess	Chess Match vs Stockfish 100 games	Win Rate25	2
Decision Tree Rashomon Set construction	Chess	Construction Time6.12	1
Instruction Recovery	Chess O3	Extracted Instructions126,516,521	1
Instruction Recovery	Chess O2	Extracted Instructions Count1,905,184	1
Instruction Recovery	Chess O0	Extracted Instructions Count8,568,798	1

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