The leaders, at a glance

AI reasoning model ranking

Compare AI reasoning models and measured effort settings across published reasoning benchmarks.

See the full ranking ↓How configurations are ranked

Reasoning leaders

Experimental comparison score · 0–100

For the selected profile and sources. Scores are experimental; small gaps may not be meaningful. How scoring works · Effort evidence collected 2026-09-12

451unique modelsEach model counted once across effort levels 492model configurationsDocumented model + effort settings, including unranked

109aggregated sourcesOriginal reports and benchmark leaderboards

Explore all 109 sources Independent evaluations and lab reports

Distinct source pages with published results in the catalog. Multiple results and page sections count as one source.

Every ranked row is a measured configuration. The default view shows the highest-scoring supported configuration per model. In Value, the budget is applied first. Select All efforts for the full comparison. How effort ranking works.

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Full ranking

217 entries

Custom capability ranking of measured model configurations. Scores are experimental; missing results remain unknown.
Rank	Model	Score	Capability coverage	analyst-agent	briefcase	aime	apex-agents	aa-lcr	automationbench	critpt	enterprise-ops	gdp-pdf	gdpval	gmmlu	gpqa	harvey	hle	ifbench	itbench	livecodebench	math500	mmlu-pro	mmmu-pro	omniscience	scicode	tau-bench	terminal-bench	arc-agi	deepswe	swe-bench-pro	arc-agi-3	frontiercode	enigma-eval	swe-atlas-qna	swe-atlas-refactoring	swe-atlas-test-writing	livebench-math	livebench-coding	livebench-language	livebench-data	multi-swe-bench	livebench-reasoning	livebench-instructions	swe-rebench	epoch-game-puzzles	frontiermath	simpleqa	vals-finance-agent	vals-code-migration	vals-legal-research	vals-excel-modeling	vibe-code	chartography	osworld	charxiv	swe-bench-multilingual	deepsearchqa	officeqa	mcp-atlas	toolathlon	mrcr	browsecomp
176	Qwen3-1.7B · ReasoningQwen Measured effort: Reasoning	2.1	Eligible · 100%13 published · 5 families · 1 selected capabilities	—	—	39.5108/108 peersIndependent evidence	—	5.9197/197 peersIndependent evidence	—	25.3200/200 peersIndependent evidence	—	—	—	—	8.3212/212 peersIndependent evidence	—	23.9208/208 peersIndependent evidence	10.1178/178 peersIndependent evidence	—	25.8112/112 peersIndependent evidence	49.660/60 peersIndependent evidence	14.5114/114 peersIndependent evidence	—	8.5198/198 peersIndependent evidence	—	31.7171/171 peersIndependent evidence	3.5169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
177	Qwen3.5-2B · Non-reasoningQwen Measured effort: Non-reasoning	2.1	Eligible · 100%13 published · 4 families · 1 selected capabilities	—	—	—	—	19.0197/197 peersIndependent evidence	—	25.3200/200 peersIndependent evidence	—	—	3.6123/123 peersIndependent evidence	—	14.1212/212 peersIndependent evidence	—	28.4208/208 peersIndependent evidence	14.5178/178 peersIndependent evidence	—	—	—	—	9.2114/114 peersIndependent evidence	4.7198/198 peersIndependent evidence	—	73.7171/171 peersIndependent evidence	14.0201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	5.650/50 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
178	Gemma 4 E2B IT · ReasoningGoogle Measured effort: Reasoning	2.1	Eligible · 100%12 published · 3 families · 1 selected capabilities	—	—	—	—	20.4197/197 peersIndependent evidence	—	25.1200/200 peersIndependent evidence	—	—	7.0123/123 peersIndependent evidence	—	13.4212/212 peersIndependent evidence	—	25.0208/208 peersIndependent evidence	34.7178/178 peersIndependent evidence	—	—	—	—	13.4114/114 peersIndependent evidence	3.8198/198 peersIndependent evidence	—	20.0171/171 peersIndependent evidence	12.8201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
179	Devstral 2 · Non-reasoningMistral Measured effort: Non-reasoning	2.1	Eligible · 100%21 published · 4 families · 1 selected capabilities	—	33.887/87 peersIndependent evidence	39.0108/108 peersIndependent evidence	—	34.0197/197 peersIndependent evidence	36.589/89 peersIndependent evidence	25.2200/200 peersIndependent evidence	—	28.688/88 peersIndependent evidence	43.4123/123 peersIndependent evidence	32.163/63 peersIndependent evidence	29.2212/212 peersIndependent evidence	—	6.0208/208 peersIndependent evidence	36.1178/178 peersIndependent evidence	—	45.5112/112 peersIndependent evidence	—	49.9114/114 peersIndependent evidence	—	56.6198/198 peersIndependent evidence	20.891/91 peersIndependent evidence	35.3202/202 peersIndependent evidence	43.5201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
180	Tiny Aya Global · Non-reasoningCohere Measured effort: Non-reasoning	2.0	Eligible · 100%10 published · 3 families · 1 selected capabilities	—	—	—	—	5.7197/197 peersIndependent evidence	—	25.2200/200 peersIndependent evidence	—	—	—	4.063/63 peersIndependent evidence	5.5212/212 peersIndependent evidence	—	31.7208/208 peersIndependent evidence	3.1178/178 peersIndependent evidence	—	—	—	—	—	2.4198/198 peersIndependent evidence	—	2.2171/171 peersIndependent evidence	3.3169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
181	Qwen3.5-0.8B · Non-reasoningQwen Measured effort: Non-reasoning	1.9	Eligible · 100%12 published · 3 families · 1 selected capabilities	—	—	—	—	14.2197/197 peersIndependent evidence	—	25.1200/200 peersIndependent evidence	—	—	2.1123/123 peersIndependent evidence	—	1.8212/212 peersIndependent evidence	—	30.3208/208 peersIndependent evidence	4.0178/178 peersIndependent evidence	—	—	—	—	1.5114/114 peersIndependent evidence	1.3198/198 peersIndependent evidence	—	61.9171/171 peersIndependent evidence	3.2201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
182	Qwen3-Coder-30B-A3B-Instruct · Non-reasoningQwen Measured effort: Non-reasoning	1.9	Eligible · 100%13 published · 5 families · 1 selected capabilities	—	—	30.0108/108 peersIndependent evidence	—	35.5197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	21.4212/212 peersIndependent evidence	—	10.4208/208 peersIndependent evidence	23.2178/178 peersIndependent evidence	—	41.3112/112 peersIndependent evidence	48.660/60 peersIndependent evidence	33.2114/114 peersIndependent evidence	—	35.8198/198 peersIndependent evidence	—	44.9171/171 peersIndependent evidence	56.6169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
183	Ministral 3 8B · Non-reasoningMistral Measured effort: Non-reasoning	1.9	Eligible · 100%22 published · 4 families · 1 selected capabilities	—	13.587/87 peersIndependent evidence	34.7108/108 peersIndependent evidence	—	27.9197/197 peersIndependent evidence	13.289/89 peersIndependent evidence	25.2200/200 peersIndependent evidence	—	8.988/88 peersIndependent evidence	21.3123/123 peersIndependent evidence	10.563/63 peersIndependent evidence	15.9212/212 peersIndependent evidence	—	17.1208/208 peersIndependent evidence	13.8178/178 peersIndependent evidence	—	26.5112/112 peersIndependent evidence	—	18.9114/114 peersIndependent evidence	15.0114/114 peersIndependent evidence	17.0198/198 peersIndependent evidence	2.791/91 peersIndependent evidence	20.2202/202 peersIndependent evidence	21.3201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
184	Mistral Small 3.2 · Non-reasoningMistral Measured effort: Non-reasoning	1.9	Eligible · 100%23 published · 5 families · 1 selected capabilities	—	4.187/87 peersIndependent evidence	28.4108/108 peersIndependent evidence	—	23.6197/197 peersIndependent evidence	9.389/89 peersIndependent evidence	25.1200/200 peersIndependent evidence	—	2.188/88 peersIndependent evidence	6.5123/123 peersIndependent evidence	21.463/63 peersIndependent evidence	18.8212/212 peersIndependent evidence	—	18.2208/208 peersIndependent evidence	26.2178/178 peersIndependent evidence	—	21.6112/112 peersIndependent evidence	45.060/60 peersIndependent evidence	25.5114/114 peersIndependent evidence	17.2114/114 peersIndependent evidence	25.0198/198 peersIndependent evidence	11.891/91 peersIndependent evidence	31.3202/202 peersIndependent evidence	26.7201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
185	Qwen3-VL-4B-Thinking · ReasoningQwen Measured effort: Reasoning	1.9	Eligible · 100%13 published · 4 families · 1 selected capabilities	—	—	26.0108/108 peersIndependent evidence	—	26.7197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	18.0212/212 peersIndependent evidence	—	22.5208/208 peersIndependent evidence	32.6178/178 peersIndependent evidence	—	28.3112/112 peersIndependent evidence	—	31.3114/114 peersIndependent evidence	22.6114/114 peersIndependent evidence	16.0198/198 peersIndependent evidence	—	12.1171/171 peersIndependent evidence	12.4169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
186	Qwen3-8B · ReasoningQwen Measured effort: Reasoning	1.9	Eligible · 100%21 published · 5 families · 1 selected capabilities	—	3.987/87 peersIndependent evidence	17.4108/108 peersIndependent evidence	—	5.8197/197 peersIndependent evidence	10.389/89 peersIndependent evidence	25.2200/200 peersIndependent evidence	—	22.588/88 peersIndependent evidence	10.0123/123 peersIndependent evidence	—	28.9212/212 peersIndependent evidence	—	11.0208/208 peersIndependent evidence	26.5178/178 peersIndependent evidence	—	41.8112/112 peersIndependent evidence	51.560/60 peersIndependent evidence	42.0114/114 peersIndependent evidence	—	20.4198/198 peersIndependent evidence	10.391/91 peersIndependent evidence	22.4202/202 peersIndependent evidence	16.4201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
187	Qwen3-4B · ReasoningQwen Measured effort: Reasoning	1.9	Eligible · 100%9 published · 4 families · 1 selected capabilities	—	—	22.2108/108 peersIndependent evidence	—	5.7197/197 peersIndependent evidence	—	—	—	—	—	—	21.5212/212 peersIndependent evidence	—	18.1208/208 peersIndependent evidence	22.3178/178 peersIndependent evidence	—	44.3112/112 peersIndependent evidence	64.460/60 peersIndependent evidence	30.2114/114 peersIndependent evidence	—	—	—	17.2171/171 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
188	Devstral Small 2 · Non-reasoningMistral Measured effort: Non-reasoning	1.8	Eligible · 100%22 published · 4 families · 1 selected capabilities	—	35.487/87 peersIndependent evidence	35.9108/108 peersIndependent evidence	—	30.7197/197 peersIndependent evidence	35.489/89 peersIndependent evidence	25.2200/200 peersIndependent evidence	—	13.088/88 peersIndependent evidence	42.1123/123 peersIndependent evidence	15.663/63 peersIndependent evidence	22.3212/212 peersIndependent evidence	—	5.3208/208 peersIndependent evidence	16.3178/178 peersIndependent evidence	—	33.0112/112 peersIndependent evidence	—	24.7114/114 peersIndependent evidence	14.1114/114 peersIndependent evidence	31.3198/198 peersIndependent evidence	19.091/91 peersIndependent evidence	34.3202/202 peersIndependent evidence	41.6201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
189	Ministral 3 3B · Non-reasoningMistral Measured effort: Non-reasoning	1.8	Eligible · 100%22 published · 4 families · 1 selected capabilities	—	10.787/87 peersIndependent evidence	21.9108/108 peersIndependent evidence	—	20.7197/197 peersIndependent evidence	16.589/89 peersIndependent evidence	25.2200/200 peersIndependent evidence	—	2.088/88 peersIndependent evidence	16.2123/123 peersIndependent evidence	6.363/63 peersIndependent evidence	8.2212/212 peersIndependent evidence	—	34.0208/208 peersIndependent evidence	9.0178/178 peersIndependent evidence	—	17.1112/112 peersIndependent evidence	—	9.7114/114 peersIndependent evidence	5.9114/114 peersIndependent evidence	8.2198/198 peersIndependent evidence	0.091/91 peersIndependent evidence	20.1202/202 peersIndependent evidence	9.0201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
190	Qwen3-VL-4B-Instruct · Non-reasoningQwen Measured effort: Non-reasoning	1.7	Eligible · 100%13 published · 4 families · 1 selected capabilities	—	—	39.1108/108 peersIndependent evidence	—	18.6197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	9.1212/212 peersIndependent evidence	—	6.9208/208 peersIndependent evidence	19.2178/178 peersIndependent evidence	—	23.3112/112 peersIndependent evidence	—	18.2114/114 peersIndependent evidence	11.4114/114 peersIndependent evidence	12.2198/198 peersIndependent evidence	—	27.1171/171 peersIndependent evidence	3.3169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
191	DeepSeek-R1-Distill-Llama-8B · ReasoningDeepSeek Measured effort: Reasoning	1.7	Eligible · 100%7 published · 3 families · 1 selected capabilities	—	—	43.8108/108 peersIndependent evidence	—	5.8197/197 peersIndependent evidence	—	—	—	—	—	—	5.0212/212 peersIndependent evidence	—	—	1.3178/178 peersIndependent evidence	—	13.8112/112 peersIndependent evidence	39.460/60 peersIndependent evidence	11.6114/114 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
192	Gemma 3 27B IT · Non-reasoningGoogle Measured effort: Non-reasoning	1.7	Eligible · 100%22 published · 5 families · 1 selected capabilities	—	—	20.0108/108 peersIndependent evidence	—	12.6197/197 peersIndependent evidence	3.189/89 peersIndependent evidence	25.2200/200 peersIndependent evidence	—	5.488/88 peersIndependent evidence	0.9123/123 peersIndependent evidence	30.763/63 peersIndependent evidence	12.5212/212 peersIndependent evidence	—	18.7208/208 peersIndependent evidence	19.2178/178 peersIndependent evidence	—	8.1112/112 peersIndependent evidence	45.160/60 peersIndependent evidence	22.4114/114 peersIndependent evidence	18.2114/114 peersIndependent evidence	16.5198/198 peersIndependent evidence	5.291/91 peersIndependent evidence	5.4202/202 peersIndependent evidence	20.3201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
193	GPT-4.1-nano · Non-reasoningOpenAI Measured effort: Non-reasoning	1.5	Eligible · 100%17 published · 5 families · 1 selected capabilities	—	—	24.7108/108 peersIndependent evidence	—	24.3197/197 peersIndependent evidence	—	25.4200/200 peersIndependent evidence	—	—	5.4123/123 peersIndependent evidence	—	19.7212/212 peersIndependent evidence	—	8.2208/208 peersIndependent evidence	20.8178/178 peersIndependent evidence	—	29.9112/112 peersIndependent evidence	37.160/60 peersIndependent evidence	21.7114/114 peersIndependent evidence	6.7114/114 peersIndependent evidence	21.2198/198 peersIndependent evidence	—	10.7202/202 peersIndependent evidence	17.8201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
194	Amazon Nova Premier · Non-reasoningAmazon Measured effort: Non-reasoning	1.5	Eligible · 100%14 published · 5 families · 1 selected capabilities	—	—	15.3108/108 peersIndependent evidence	—	37.6197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	39.763/63 peersIndependent evidence	24.3212/212 peersIndependent evidence	—	14.2208/208 peersIndependent evidence	30.8178/178 peersIndependent evidence	—	27.5112/112 peersIndependent evidence	33.560/60 peersIndependent evidence	38.0114/114 peersIndependent evidence	—	59.4198/198 peersIndependent evidence	—	49.1171/171 peersIndependent evidence	38.9169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
195	Llama-4-Scout-17B-16E-Instruct · Non-reasoningMeta Measured effort: Non-reasoning	1.5	Eligible · 100%23 published · 5 families · 1 selected capabilities	—	4.187/87 peersIndependent evidence	11.7108/108 peersIndependent evidence	—	29.7197/197 peersIndependent evidence	3.189/89 peersIndependent evidence	25.1200/200 peersIndependent evidence	—	2.188/88 peersIndependent evidence	8.3123/123 peersIndependent evidence	25.663/63 peersIndependent evidence	27.9212/212 peersIndependent evidence	—	9.2208/208 peersIndependent evidence	40.0178/178 peersIndependent evidence	—	25.6112/112 peersIndependent evidence	34.560/60 peersIndependent evidence	46.9114/114 peersIndependent evidence	24.8114/114 peersIndependent evidence	27.1198/198 peersIndependent evidence	3.991/91 peersIndependent evidence	8.7202/202 peersIndependent evidence	15.4201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
196	Gemma 3 12B IT · Non-reasoningGoogle Measured effort: Non-reasoning	1.4	Eligible · 100%22 published · 5 families · 1 selected capabilities	—	—	17.2108/108 peersIndependent evidence	—	13.4197/197 peersIndependent evidence	3.189/89 peersIndependent evidence	25.2200/200 peersIndependent evidence	—	13.088/88 peersIndependent evidence	1.9123/123 peersIndependent evidence	17.363/63 peersIndependent evidence	7.0212/212 peersIndependent evidence	—	16.2208/208 peersIndependent evidence	33.1178/178 peersIndependent evidence	—	8.1112/112 peersIndependent evidence	39.760/60 peersIndependent evidence	17.1114/114 peersIndependent evidence	4.0114/114 peersIndependent evidence	11.1198/198 peersIndependent evidence	1.391/91 peersIndependent evidence	5.9202/202 peersIndependent evidence	10.7201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
197	phi-4 · Non-reasoningMicrosoft Measured effort: Non-reasoning	1.4	Eligible · 100%13 published · 5 families · 1 selected capabilities	—	—	16.3108/108 peersIndependent evidence	—	5.6197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	26.3212/212 peersIndependent evidence	—	9.0208/208 peersIndependent evidence	8.0178/178 peersIndependent evidence	—	12.9112/112 peersIndependent evidence	30.860/60 peersIndependent evidence	34.6114/114 peersIndependent evidence	—	22.5198/198 peersIndependent evidence	—	2.3171/171 peersIndependent evidence	24.2169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
198	Qwen3-VL-8B-Instruct · Non-reasoningQwen Measured effort: Non-reasoning	1.4	Eligible · 100%13 published · 4 families · 1 selected capabilities	—	—	28.8108/108 peersIndependent evidence	—	21.2197/197 peersIndependent evidence	—	25.5200/200 peersIndependent evidence	—	—	—	—	12.3212/212 peersIndependent evidence	—	1.4208/208 peersIndependent evidence	21.8178/178 peersIndependent evidence	—	30.6112/112 peersIndependent evidence	—	27.4114/114 peersIndependent evidence	16.2114/114 peersIndependent evidence	56.0198/198 peersIndependent evidence	—	37.0171/171 peersIndependent evidence	17.7169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
199	Qwen3-0.6B · ReasoningQwen Measured effort: Reasoning	1.4	Eligible · 100%13 published · 5 families · 1 selected capabilities	—	—	14.1108/108 peersIndependent evidence	—	5.8197/197 peersIndependent evidence	—	25.2200/200 peersIndependent evidence	—	—	—	—	2.6212/212 peersIndependent evidence	—	34.6208/208 peersIndependent evidence	7.4178/178 peersIndependent evidence	—	4.0112/112 peersIndependent evidence	23.660/60 peersIndependent evidence	2.5114/114 peersIndependent evidence	—	2.8198/198 peersIndependent evidence	—	20.6171/171 peersIndependent evidence	3.3169/169 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
200	Gemma 3 4B IT · Non-reasoningGoogle Measured effort: Non-reasoning	1.2	Eligible · 100%17 published · 5 families · 1 selected capabilities	—	—	9.7108/108 peersIndependent evidence	—	12.6197/197 peersIndependent evidence	—	25.4200/200 peersIndependent evidence	—	—	—	2.863/63 peersIndependent evidence	3.4212/212 peersIndependent evidence	—	32.8208/208 peersIndependent evidence	12.8178/178 peersIndependent evidence	—	4.2112/112 peersIndependent evidence	23.660/60 peersIndependent evidence	5.0114/114 peersIndependent evidence	2.9114/114 peersIndependent evidence	4.7198/198 peersIndependent evidence	—	3.3202/202 peersIndependent evidence	6.0201/201 peersIndependent evidence	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—

About this ranking

This profile gives hard reasoning all the weight. It compares identified configurations using their own measured results, rather than borrowing results from another effort setting. Rankings require support in this capability. Matching effort labels across providers do not imply equal compute budgets.

View the Capability ranking →

Behind the ranking

273 entries with published results · 217 ranked · 0 provisional estimates.

Explore seven capabilities, the original results, and gaps in the evidence.

Coding ranking Reasoning ranking Agentic ranking Compare capabilities ↗Published benchmarks ↗Evidence coverage ↗

Cite this ranking

Include the model and effort setting, the selected profile, and the dated data downloads. A shared link uses the latest data; it does not freeze a ranking in time.

UnifyBench ranking
Data updated: 12 Sept 2026
Mode: custom; evidence: documented; configurations: best
Weights: v3;agentic:0,hard_reasoning:100,coding:0,human_pref:0,knowledge:0,multimodal:0,long_context:0
https://unifybench.ai/rankings/reasoning?page=8

Catalog data · Effort measurements · Configuration scoring rules · Methodology

Catalog dated 12 Sept 2026. Effort evidence collected 12 Sept 2026. Collection dates are not evaluation dates.

What does the score mean?

The adjusted comparison score estimates performance against the same reference panel from matched published comparisons. Capability pools matched comparisons across families and checks aggregate breadth and independent corroboration. Custom profiles require support in every selected capability. Missing results never count as losses.

Family details show observed win shares against available reference peers. Those descriptive values are supporting evidence, not adjusted capability scores. Provider reports and independent results remain labeled. Matching reported settings do not establish equal inference effort, and score differences do not establish statistical significance.

Read the full methodology →