Benchmarks / Knowledge

AA-Omniscience

AA-Omniscience Index (-100..100): knowledge accuracy minus hallucination penalty on 6,000 questions across 42 topics.

365models
–Open Index weight
–last updated

AA-Omniscience

Higher is better · best effort per model

Chart settings
365 of 365 selected

full table below

#ModelEffortScoreCost / taskHarness
1Opus 5.5max46$0.161–
2GPT-6 Astrahigh44$0.027–
3Fable 5.1max43$0.268–
4Fable 5max43$0.070–
5Gemini 4high42$0.0096–
6GPT-6.1 Solmax42$0.017–
7Opus 5max37$0.026–
8Sonnet 5.5max32$0.147–
9Grok 4.7xhigh32$0.034–
10Gemini 3.1 Pro–32$0.018–
11Grok 4.6high30$0.0087–
12Muse Wonder Full (Max)max30––
13Gemini 3.8 Flashhigh30$0.013–
14Opus 4.8max29$0.025–
15Muse Spark 1.1xhigh28$0.014–
16Opus 4.7max27––
17Muse Spark 1.2xhigh27$0.010–
18GPT-6 Solmax27$0.027–
19Gemini 3.7 Flashhigh26$0.0039–
20Muse Wondermax25$0.050–
21Grok 4.5high25$0.0065–
22Muse Spark 1.3max25$0.023–
23Muse Spark Open (Xhigh)xhigh25$0.0080–
24Gemini 3.6 Flashhigh22$0.0052–
25GPT-5.6 Solmax22$0.085–
26Gemini 3.5 Flashhigh21$0.014–
27JT-4.1 Flash 236B A21B (Reasoning)–21––
28GPT-5.5xhigh21$0.152–
29Kimi K3max20$0.133–
30Grok 4.3high18$0.0075–
31Sonnet 5max16$0.029–
32Step 5 Preview–16$0.015–
33Gemini 3 Prohigh15––
34Grok 4.20–15––
35GLM 5.3max14$0.011–
36Opus 4.5–14––
37Opus 4.6max14––
38Qwen 3.7 Maxmax13$0.014–
39Sonnet 4.6max12$0.044–
40Qwen 3.8 Maxmax12$0.0090–
41GPT-5.5 Instant–11––
42GPT-5.3 Codexxhigh11––
43Haiku 5.5max11$0.0063–
44Motif 3–10––
45Gemini 3 Flash–10––
46Qwen 3.6 Maxmax9––
47MiMo V2.6 Pro–8$0.0040–
48GLM 5.3 Flashmax7$0.0006–
49Muse Spark–7––
50Grok Build 0.1–6––
51GPT-5.4xhigh6––
52GPT-5.1high5––
53Kimi K2.6–5$0.026–
54Gemini 3.5 Flash-Litehigh5$0.0031–
55MiMo V2 Pro–5––
56GLM 5.2max4$0.0086–
57Qwen 3.8 2.4T-A95B–4$0.028–
58G9v3-39A5B–4––
59MiMo V2.5 Pro–3$0.0028–
60Ling 3.1 Flash–2$0.0040–
61Grok 4–2––
62Inklingxhigh2––
63Beam 1.0–2––
64MiniMax M3–1$0.0035–
65Qwen 3.7 Plus–1$0.0029–
66Qwen 3.6 Plus–1––
67GLM 5.1–1$0.0095–
68DeepSeek V4 Pro 0813max1$0.013–
69MiniMax M2.7–1––
70GPT-6 Lunamax1$0.0025–
71GPT-5.2medium0––
72GLM 5–0––
73Solar Pro 4–0$0.0029–
74Sonnet 4–0––
75GPT-5.6 Terramax0$0.070–
76Sonnet 4.5–-0$0.013–
77Nemotron 3 Ultramax-0$0.0031–
78Sonnet 3.7–-1––
79MiniCPM5-1B (Non-reasoning)none-1––
80Solar Open2 250B–-2––
81GPT-5.2 Codexxhigh-2––
82Quasar 438B (Max, Based on GLM-5.2)max-3$0.018–
83K2 Horizon 375B A23B–-3––
84Command A–-4$0.0000–
85Nemotron 3.5 Super VL–-4$0.0033–
86Haiku 4.5–-4$0.0045–
87G9v3-3B–-4––
88Ling 3.0 Flash–-5––
89DeepSeek V4.1 Flashmax-5$0.0098–
90Mistral Large 4–-5$0.017–
91GPT-5.1 Codexhigh-7––
92K-EXAONE 2.0 0803–-7––
93Grok 3 Minihigh-7––
94Kimi K2.5–-7––
95GPT-5 Codexhigh-8––
96Qwen 3.8 27Bnone-8$0.0001–
97A.X-K2–-8––
98GPT-5high-9––
99JT-4.1 Flash 236B A21B (Non-reasoning)none-9––
100Inkling Small–-9$0.0060–
101Qwen 3.8 Flash–-10$0.0021–
102MiMo V2.5–-10$0.0005–
103Kimi K2.7 Code–-10$0.021–
104GPT-5.6 Lunamax-10$0.011–
105GPT-4onone-11––
106Agnes 2.5 Pro Beta–-11––
107DeepSeek V4 Pro 0424high-11––
108Solar Mini 4–-11$0.0069–
109K2 Horizon MoVA 36B A4B–-11––
110LFM2.5-2.6B–-11––
111GPT-5 Minimedium-11––
112o1–-11––
113MiniCPM5-2B–-12––
114MiMo V2.6 Flash–-13$0.0033–
115Granite 4.2 30B–-13$0.0013–
116Qwen 3.5none-13––
117DeepSeek V4 Flash 0731max-14$0.020–
118Ling 3.0 Flash Fin–-15––
119MiniCPM5-1B (Reasoning)–-15––
120Granite 4.2 3B–-15$0.0006–
121MiMo V2–-15––
122o3–-16––
123Gemini 2.5 Pro–-16$0.017–
124GPT-5.1 Codex Minihigh-16––
125Gemini 3.1 Flash-Litehigh-16$0.0016–
126K2 Horizon 7B–-17––
127Llama 3.1 405bnone-17––
128Granite 4.2 8B–-17$0.0013–
129DeepSeek V4 Flashmax-18$0.0058–
130DeepSeek V3.2–-18––
131Nemotron 3.5 Lightning–-18$0.0006–
132Motif 3 (Beta)–-18––
133Ling 3.0 Flash–-18––
134GPT-5.4 Nanomedium-18––
135Hy3–-18$0.0035–
136GPT-5.4 Minixhigh-19$0.057–
137MiMo V2 Flash–-19––
138Nemotron 3.5 Bolt 74B-A9B–-19––
139GLM 5 V–-19––
140Ling 3.0 Tiny–-19$0.0000–
141Gemma 4 E4B (Reasoning)–-20$0.0000–
142Qwen 3.6 27B–-20$0.034–
143Kimi K2–-21––
144Apodex 1.1–-22$0.015–
145Qwen 3.6 35B-A3B–-22$0.0049–
146Qwen 3 Codernone-22––
147KAT Coder Pro V2none-22––
148Haiku 3.5none-23––
149DeepSeek V4 Flash 0420high-23$0.0003–
150LongCat 2.0–-23$0.024–
151Gemma 4 E2B (Reasoning)–-24––
152JT-35B-Flashnone-24––
153GPT-5 Nanomedium-26––
154Cogito v2.1 (Reasoning)–-26––
155DeepSeek V3.1–-26––
156Magistral Medium 1.2medium-27––
157Magistral Medium 1medium-27––
158GLM 4.6 V–-27––
159Nex-N2-Pro–-27––
160GLM 4.5–-27––
161DeepSeek R1–-27––
162K2 Horizon 3.7B–-29––
163Gemma 3 270Mnone-29––
164Gemini 2.5 Flash–-30––
165Grok 4.1 Fast–-30––
166Grok 4 Fast–-30––
167Mistral Small 4–-30$0.0004–
168Qwen 3.5 397B-A17B–-31$0.015–
169Llama 3.1 8bnone-31––
170Mistral Medium 3none-31––
171Devstral Mediumnone-32––
172GLM 4.6none-32––
173Muse Glimmer (High)high-33$0.0025–
174MiniMax M2.1–-33––
175Grok 3none-33––
176LFM2.5-8B-A1B–-33––
177GPT-4none-34––
178Mistral Large 2none-34––
179ERNIE 4.5 300B A47Bnone-35––
180Doubao Seed Code–-35––
181Nova Premiernone-35––
182o4 minihigh-36––
183GLM 4.7–-36––
184Qwen 3 Maxmax-37––
185Mistral Medium 3.5high-37$0.014–
186Grok Code Fast 1–-37––
187Step 3.7 Flashhigh-37––
188Ring-2.6-1Txhigh-38$0.0049–
189KAT-Coder-Pro V1none-38––
190MiniMax M2.5–-39––
191Mercury 2.5–-39$0.0015–
192Mistral Large 3none-40$0.0001–
193GPT-4.1none-40––
194K2 Think V2high-40––
195DeepSeek V3none-41$0.0000–
196Llama 3.1none-41––
197Gemma 4 E4B (Non-reasoning)none-41––
198Qwen 3.5 122B-A10B–-42$0.014–
199Nemotron 3 Super 120B A12B (Reasoning)–-42$0.0021–
200NVIDIA Nemotron Nano 9B V2 (Reasoning)–-42––
201Step 3.5 Flash–-42––
202Llama 4 Mavericknone-42$0.0001–
203Nova Litenone-42––
204Nanbeige4.1-3B–-43––
205Gemini 2.0 Flashnone-43––
206o3 minihigh-43––
207Gemini 2.5 Flash Litenone-43––
208Llama 3.1 70bnone-43––
209Olmo 3.1 32B Think–-43––
210Qwen 3.5 27B–-44––
211Qwen 3 235B-A22Bnone-44––
212Trinity Large Thinking–-44$0.0050–
213Step 3.5 Flash 2603–-44––
214Magistral Small 1–-44––
215ERNIE 5.0 Thinking Preview–-46––
216Llama Nemotron Super 49B v1.5 (Non-reasoning)none-46––
217Mistral Medium 3.1none-46––
218GLM 4.5 V–-46––
219Nova 2.0 Pro Preview (Low)low-47––
220MiniMax M2–-47––
221Qwen 3–-47––
222Devstral 2none-47––
223K2-V2 (Low)low-47––
224Llama Nemotron Super 49B v1.5 (Reasoning)–-48––
225Nova Pronone-48––
226Gemma 4 31B–-48$0.0000–
227Qwen 3.5 35B-A3B–-48––
228MiniMax M1–-49––
229Nova Micronone-49––
230North Mini Code–-49$0.0000–
231Haiku 3none-49––
232Qwen 3 14B–-49––
233K2-V2 (Medium)medium-49––
234Nova 2.0 Pro Preview (Medium)medium-49––
235gpt-oss-120bhigh-49$0.0011–
236Nova 2.0 Pro Preview (Non-reasoning)none-50––
237Llama 3.3none-50––
238Nova 2.0 Omni (Low)low-50––
239Qwen 3 32B–-50––
240Mistral Small 3.2none-51$0.0000–
241Ling-2.6-1Tnone-51––
242EXAONE 4.5 33B (Reasoning)–-51––
243Mercury 2high-51$0.0035–
244Mistral Small 3.1none-51$0.0000–
245Gemma 4 26B–-51––
246Devstral Smallnone-51––
247INTELLECT-3 (Based on GLM-4.5-Air)–-51––
248Ring-1T–-51––
249Nemotron Cascade 2 30B A3B–-51––
250Qwen 3 30B-A3B–-51––
251NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)–-52$0.0010–
252Llama 4 Scoutnone-52$0.0000–
253Olmo 3.1 32B Instructnone-52––
254Seed-OSS-36B-Instruct–-52––
255Gemma 4 12B–-53––
256Qwen 2.5 72Bnone-53––
257HyperCLOVA X SEED Think (32B)–-53––
258Solar Pro 3high-53$0.0013–
259Qwen 3.5 9B–-53$0.0028–
260GPT-4.1 Mininone-54––
261LFM2 2.6Bnone-54––
262Nova 2.0 Lite (Low)low-54––
263Llama 3.3 70bnone-54––
264Llama 3 70bnone-54––
265Solar Open 100B (Reasoning)high-55––
266Qwen 3.5 0.8B–-55––
267HyperNova 60B 2605 (High, Based on gpt-oss-120b)high-55––
268Llama 3.2 1bnone-55––
269Apriel-v1.5-15B-Thinker–-55––
270Jamba 1.7 Largenone-55––
271Nova 2.0 Lite (High)high-55––
272Ling-1Tnone-55––
273K2-V2 (High)high-56––
274Phi-4none-56––
275Solar Pro 2 (Reasoning)high-56––
276Nova 2.0 Lite (Medium)medium-57––
277NVIDIA Nemotron Nano 9B V2 (Non-reasoning)none-57––
278Nemotron 3 Nano Omni 30B A3B Reasoning–-57––
279GPT-4.1 Nanonone-58––
280Devstral Small 2none-58––
281Jamba Reasoning 3B–-58––
282K-EXAONE (Reasoning)–-58––
283Olmo 3 32B Think–-58––
284LFM2 24B A2Bnone-58––
285Qwen 3.5 4B–-58––
286gpt-oss-20blow-59––
287Ring-flash-2.0–-59––
288Step3 VL 10B–-59––
289Nova 2.0 Omni (Medium)medium-59––
290Mi:dm K 2.5 Pro–-59––
291DiffusionGemma 26B A4B–-59––
292Apriel-v1.6-15B-Thinker–-59––
293Sarvam 105B (High)high-59––
294Nova 2.0 Lite (Non-reasoning)none-60––
295EXAONE 4.0 32B (Reasoning)–-60––
296Qwen 3.5 2B–-60––
297Gemma 4 E2B (Non-reasoning)none-60––
298Qwen 3 4B–-60––
299Granite 4.0 H Smallnone-61––
300Phi-4 Mini Instructnone-61––
301Falcon-H1R-7B–-61––
302GLM 4.5 Air–-62––
303Apertus 70B Instructnone-62––
304Sarvam M (Reasoning, Based on Mistral Small 3.1)high-62––
305Motif-2-12.7B-Reasoning–-62––
306Solar Pro 2 (Non-reasoning)none-62––
307Tri-21B-think Preview–-62––
308Tri-21B-Think–-63––
309Llama 3.2 11bnone-63––
310GLM 4.7 Flash–-63––
311Ling-flash-2.0none-63––
312Mi:dm K 2.5 Pro Preview–-63––
313EXAONE 4.0 32B (Non-reasoning)none-63––
314Ministral 3 3Bnone-64$0.0000–
315JT-MINInone-64––
316Granite 4.1 8Bnone-64––
317Nova 2.0 Omni (Non-reasoning)none-64––
318NVIDIA Nemotron Nano 12B v2 VL (Reasoning)–-64––
319Qwen 3 8B–-65––
320Mistralnone-65––
321Magistral Small 1.2–-65––
322Reka Flash 3–-65––
323K-EXAONE (Non-reasoning)none-65––
324Ling 2.6 Flashnone-66––
325Ministral 3 14Bnone-66$0.0000–
326Gemma 3 27Bnone-67$0.0000–
327Granite 4.1 30Bnone-68––
328Ministral 3 8Bnone-69$0.0000–
329Molmo2-8Bnone-69––
330NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)none-69––
331Granite 4.0 350Mnone-69––
332LongCat Flash Litenone-70––
333Llama 3 8bnone-70––
334NVIDIA Nemotron 3 Nano 4B–-71––
335Sarvam 30B (High)high-72––
336Celeris-1none-72$0.0000–
337Olmo 3 7B Think–-72––
338LFM2.5-1.2B-Instructnone-72––
339NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)none-72––
340Granite 4.0 H 1Bnone-72––
341LFM2 1.2Bnone-72––
342K2 Horizon 0.9B–-73––
343Jamba 1.7 Mininone-73––
344Gemma 3 1Bnone-75––
345LFM2 8B A1Bnone-77––
346Granite 4.1 3Bnone-77––
347Olmo 3 7B Instructnone-77––
348Gemma 3 12Bnone-77$0.0000–
349Apertus 8B Instructnone-77––
350Granite 3.3 8B (Non-reasoning)none-77––
351Qwen 3 1.7B–-78––
352Granite 4.0 Micronone-78––
353Ling-mini-2.0none-78––
354Qwen 3 0.6B–-79––
355Exaone 4.0 1.2B (Reasoning)–-80––
356LFM2.5-1.2B-Thinking–-80––
357Gemma 3n E2B Instructnone-80––
358Granite 4.0 H 350Mnone-81––
359Gemma 3n E4B Instructnone-81––
360Granite 4.0 1Bnone-82––
361Exaone 4.0 1.2B (Non-reasoning)none-82––
362MiniCPM-V 4.6 1.3Bnone-83––
363Gemma 3 4Bnone-83––
364Tiny Aya Globalnone-84––
365LFM2.5-VL-1.6Bnone-84––