benchmark/runner/LEADERBOARD.md

Leaderboard

section	item	claude-opus-4-8 (thinking)	claude-opus-4-8	claude-sonnet-4-5	qwen3.7-plus	openai/gpt-5.6-sol	glm-5.2	qwen3.6-27b	google/gemma-4-31b-it	gemma-4-26b-a4b-it-heretic-guff	claude-haiku-4-5	minimax-m2.7-heretic (MLX 8bit)	minimax-m2.5 (MLX 8bit)
Headline (%)	Objective	78.3	73.1	87.8	72.3	54.5	72.6	73.4	61.1	60.8	63.7	54.3	51.4
Headline (%)	Tasks	68.4	77.9	62.6	63.4	76.5	46.1	36.3	32	31.8	26.6	31.3	30.9
Objective by difficulty (%)	easy	90	70	100	80	70	90	70	50	60	50	40	30
Objective by difficulty (%)	medium	82.7	76.2	91.4	70.9	56.3	75	73.9	69.6	61	66.9	60.7	54.3
Objective by difficulty (%)	hard	63.3	69.5	73.8	69.8	41.6	57.6	74.6	53.1	61.2	66.8	51.9	59.7
Objective by question type (%)	boolean	75	50	100	75	50	62.5	62.5	62.5	62.5	75	62.5	50
Objective by question type (%)	extraction	90	80	90	70	60	80	70	55	50	50	40	40
Objective by question type (%)	labeling	31.1	41.8	70.1	60	35.2	26.2	69.7	37.6	54.9	47.2	40.9	52
Objective by question type (%)	mcq	100	100	100	100	63.6	100	100	90.9	100	100	90.9	81.8
Objective by question type (%)	ordering	90	91.7	85	68.3	85	66.7	78.3	41.7	75	63.3	76.7	76.7
Objective by question type (%)	set	49.2	56.6	64.9	45.7	36.9	57.2	57.1	53.5	32.7	47.4	34	32.8
Objective by case (%)	case-01-recon	90.4	75	87.4	69.5	67.5	62.1	75.4	74	68.5	48.4	56.4	47
Objective by case (%)	case-02-collection-exfil	79.1	55.6	84.6	71.3	55.6	66.7	51.3	58.7	60.7	40	55.6	36.8
Objective by case (%)	case-03-web-exploit-revshell	73.3	84.4	94.5	91.1	51.1	80.1	80	72.7	70.4	80.7	68.3	78
Objective by case (%)	case-04-privesc	85.4	91.7	90.5	89.1	25	74.7	76.4	61.9	49	70.8	63.4	40.5
Objective by case (%)	case-05-lateral-movement	75	65	97.2	60	54.3	85	85	50	49	88.3	30	45
Objective by case (%)	cross-case	61.4	68	67.1	51.7	70.8	67.1	70	43.8	67.3	53.3	55.4	64.6
Tasks by scenario — LLM judge (/100)	task-01	92.5	95	57	75	90	68	40	28	25	29	24	49
Tasks by scenario — LLM judge (/100)	task-02	75	82.5	70	70	76	59	60	28	18	34	50	0
Tasks by scenario — LLM judge (/100)	task-03	42	55	43	42	49	57.5	26.5	38	33	36	6	33
Tasks by scenario — LLM judge (/100)	task-04	85	80	85	85	82.5	0	0	53	48	0	60	60
Tasks by scenario — LLM judge (/100)	task-05	47.5	77	58	45	85	46	55	13	35	34	16.5	12.5