Knowledge Evaluation

Benchmarks

Dataset Name	SOTA Method	Metric
MMLU		MMLU Accuracy82.03	64	1d ago
Natural Questions (NQ) (Evaluation)	GRADEpre	Accuracy83	45	1mo ago
C-Eval (test)	TopoPrior+ARG	Natural Sciences Score93.02	36	15d ago
IKP		Accuracy (IKP)71.9	30	1mo ago
KMMLU, KMMLU Redux, KMMLU Pro, CLIcK, KoBALT, MMLU Pro, GPQA Diamond	DeepSeek-V3.1	Accuracy85.1	21	3mo ago
MMLU-Redux		Brier Score0.1083	18	3mo ago
ArabicMMLU		Accuracy81.23	10	2mo ago
OALL v2		Accuracy77.44	9	2mo ago
M MMLU_c	ML	Accuracy (MMLU_c)29.87	7	1mo ago
Include_c	ML (15%)	Accuracy37.8	7	1mo ago
GMMLU c	MKC-e	Accuracy32	7	1mo ago
Cmmlu_c	ML (Q3)	Accuracy36.88	7	1mo ago
SuperGPQA Continual	STOC	Accuracy15.85	6	22d ago
SuperGPQA (Original)	STOC	Accuracy11.01	6	22d ago
MMLU-Redux 2.0 (Continual)	STOC	Accuracy33.49	6	22d ago
MMLU-Redux 2.0 (Original)	STOC	Accuracy42.03	6	22d ago
MMLU (Continual)	STOC	Accuracy32.03	6	22d ago
Winogrande (Evaluation)	Disagreement	Accuracy58	6	3mo ago
WikiText (eval)	Disagreement	BPB0.777	6	3mo ago
PopQA (Evaluation)	GAME-LoRA	Accuracy11.2	6	3mo ago
MMLU STEM	TSD-KD	Accuracy49.7	5	2mo ago
Overall Knowledge Aggregation (Aggregate)	CAD	Improvement (%)40	5	3mo ago
Composite (MMLU, MMLU-Pro, CMMLU, C-EVAL, GAOKAO-Bench, ARC-c, GPQA, SciBench, PHYBench, TriviaQA)	Ling-mini-2.0	Overall Average Score65.77	4	3mo ago
MMLU-Pro (test)	T2M	Accuracy (%)58.84	2	1mo ago

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