AIEvals

Benchmarks

AA-Omniscience

Factual recall and hallucination across economically relevant domains.

Factual knowledgeReported independently by Artificial Analysis383 models run by Artificial AnalysisUpdated 8 October 2026

How it is run

AA reports a knowledge and hallucination score, not a percent-correct figure. Incorrect answers are penalized; values can be negative. Highest published effort per release; the table retains its snapshot date.

What it cannot tell you

Effort settings and evaluation versions matter. These source-specific results are kept separate from Vals AI and vendor reports. A missing score stays blank.

Leader
Claude Opus 5.546.42 · Artificial Analysis results, grouped here by release
Top-ten spread
14.54Leader minus tenth place, or last place in smaller fields.
Median
-40.98of the 383 rows published
No published result
4of 46 models on this site

Artificial Analysis results by release

Highest published effort per model release, grouped here from AA’s public results. Grouping ranks are derived here; source settings and model-publisher reports stay separate.

#ModelScoreEffort
1Claude Opus 5.546.42max
2Claude Fable 5.143.45max
3GPT-6 Astra43.4max
4Claude Fable 543.3max
5Gemini 4 Argon42.35high
6GPT-6.1 Sol41.53max
7Claude Opus 537.07max
8Claude Sonnet 5.532.3max
9Grok 4.732.03xhigh
10Gemini 3.1 Pro Preview31.88Not specified
11Gemini 3.8 Flash29.55high
12Grok 4.629.32xhigh
13Claude Opus 4.828.75max
14Muse Spark 1.128.08xhigh
15Claude Opus 4.727.27max
16Muse Spark 1.227.2xhigh
17GPT-6 Sol27.12max
18Gemini 3.7 Flash26.48high
19Grok 4.525.32high
20Muse Spark 1.325max
21Gemini 3.6 Flash22.13high
22GPT-5.6 Sol21.97max
23Gemini 3.5 Flash21.18high
24JT-4.1 Flash 236B A21B20.57Not specified
25GPT-5.520.52xhigh
26Kimi K319.7max
27Grok 4.317.98high
28Claude Sonnet 516.45max
29Step 5 Preview16.38Not specified
30Gemini 3 Pro Preview15.28high
31GLM-5.314.3max
32Claude Opus 4.514Not specified
33Claude Opus 4.613.67max
34Qwen3.7 Max13.48Not specified
35Grok 4.20 030912.95Not specified
36Claude Sonnet 4.612.22max
37Qwen3.8 Max (0902)11.98Not specified
38GPT-5.5 Instant (May 2026)11.15Not specified
39GPT-5.3 Codex10.87xhigh
40Claude Haiku 5.510.67max
41Motif 310.18Not specified
42Qwen3.6 Max Preview9.17Not specified
43MiMo-V2.6-Pro8.38Not specified
44GLM 5.3 Flash7.47max
45Muse Spark7.17Not specified
46Grok Build 0.1 06166.37Not specified
47GPT-5.45.78xhigh
48GPT-5.15.4high
49Kimi K2.65.3Not specified
50Gemini 3.5 Flash-Lite5.23high
51MiMo-V2-Pro4.62Not specified
52GLM-5.24.43max
53Qwen3.8 2.4T A95B4.32Not specified
54G9v3-39A5B3.77Not specified
55GPT-5.5 Instant (June 2026)3.7Not specified
56Qwen3.8 Max3.4Not specified
57MiMo-V2.5-Pro3.25Not specified
58Grok 42.1Not specified
59Inkling2xhigh
60MiniMax-M31.35Not specified
61Qwen3.7 Plus1.08Not specified
62Qwen3.6 Plus0.88Not specified
63GLM-5.10.85Not specified
64DeepSeek V4 Pro 08130.83max
65MiniMax-M2.70.77Not specified
66GPT-6 Luna0.65max
67GLM-50.27Not specified
68Claude 4 Sonnet0.17Not specified
69GPT-5.6 Terra0.05max
70Claude 4.5 Sonnet-0.08Not specified
71Nemotron 3 Ultra 550B A55B-0.4Not specified
72Claude 3.7 Sonnet-0.73Not specified
73Solar Pro 4-0.85Not specified
74GPT-5.2-0.88xhigh
75Solar Open2 250B-1.77Not specified
76GPT-5.2 Codex-2.17xhigh
77Quasar 438B-2.6max
78K2 Horizon 375B A23B-2.97Not specified
79Command A+-4.02Not specified
80Gemini 3 Flash Preview-4.32Not specified
81G9v3-3B-4.37Not specified
81Claude 4.5 Haiku-4.37Not specified
83Ling-3.0-flash-VL-4.53Not specified
84DeepSeek V4.1 Flash-5.3max
85GPT-5.1 Codex-6.5high
86K-EXAONE 2.0 0803-6.6Not specified
87Grok 3 mini Reasoning-6.8high
88Kimi K2.5-7.33Not specified
89GPT-5 Codex-7.53high
90A.X-K2-8.23Not specified
91GPT-5-8.73high
92Inkling Small-8.93Not specified
93Qwen3.8-Flash-Next-9.72Not specified
94MiMo-V2.5-9.83Not specified
95Qwen3.8 27B-9.98xhigh
96Kimi K2.7 Code-10.22Not specified
97GPT-5.6 Luna-10.28max
98GPT-4o (Nov '24)-10.52Not specified
99DeepSeek V4 Pro 0424-10.73max
100Solar Mini 4-10.82Not specified
101K2 Horizon MoVA 36B A4B-10.95Not specified
101LFM2.5-2.6B-10.95Not specified
103o1-11.05Not specified
104MiniCPM5-2B-11.65Not specified
105MiMo-V2.6-Flash-12.68Not specified
106Granite 4.2 30B-12.92Not specified
107Qwen3.5 Omni Plus-13.12Not specified
108DeepSeek V4 Flash 0731-14.28max
109Ling-3.0-flash-Fin-14.58Not specified
110MiniCPM5-1B-14.62Not specified
111Granite 4.2 3B-14.72Not specified
112MiMo-V2-Omni-0327-15.1Not specified
113o3-15.55Not specified
114Gemini 2.5 Pro-16.35Not specified
115GLM-5-Turbo-16.37Not specified
116Gemini 3.1 Flash-Lite-16.42high
116GPT-5.1 Codex mini-16.42high
118K2 Horizon 7B-16.57Not specified
119Llama 3.1 Instruct 405B-17.1Not specified
120Granite 4.2 8B-17.17Not specified
121GPT-5 mini-17.32high
122DeepSeek V4 Flash Vision-17.63max
123Nemotron 3.5 Lightning-17.72Not specified
123DeepSeek V3.2 Speciale-17.72Not specified
125Motif 3 (Beta)-17.77Not specified
126Ling 3.0 Flash-17.88Not specified
127Hy3-18.47Not specified
128GPT-5.4 mini-18.92xhigh
129MiMo-V2-Flash (Feb 2026)-19.05Not specified
130GLM 5V Turbo-19.28Not specified
131Ling 3.0 Tiny-19.35Not specified
132MiMo-V2-Omni-20.13Not specified
133GPT-4o (Aug '24)-20.87Not specified
134Kimi K2 Thinking-21.42Not specified
135Apodex 1.1-21.9Not specified
136Qwen3 Coder 480B A35B Instruct-22.2Not specified
137KAT Coder Pro V2-22.47Not specified
138Claude 3.5 Haiku-22.52Not specified
139LongCat 2.0-23.42Not specified
140DeepSeek V4 Flash 0420-23.9max
141JT-35B-Flash-24.22Not specified
142Cogito v2.1-25.78Not specified
143DeepSeek V3.1 Terminus-26.4Not specified
144Kimi K2 0905-26.58Not specified
145Magistral Medium 1.2-26.73Not specified
146Magistral Medium 1-26.93Not specified
147Nex-N2-Pro-27.05Not specified
148GLM-4.5-27.38Not specified
149DeepSeek R1 0528 (May '25)-27.43Not specified
150Kimi K2-28.32Not specified
151K2 Horizon 3.7B-28.62Not specified
152GPT-5 nano-28.67high
153Gemma 3 270M-29.27Not specified
154GPT-5.4 nano-29.47xhigh
155DeepSeek V3.1-29.58Not specified
156Gemini 2.5 Flash-29.8Not specified
157Grok 4.1 Fast-29.92Not specified
158Qwen3.5 397B A17B-30.75Not specified
159Llama 3.1 Instruct 8B-30.88Not specified
160Mistral Medium 3-31.4Not specified
161Devstral Medium-31.57Not specified
162DeepSeek R1 (Jan '25)-32.22Not specified
163Muse Glimmer-32.85high
164MiniMax-M2.1-32.87Not specified
165Grok 3-33.18Not specified
166LFM2.5-8B-A1B-33.2Not specified
167GPT-4-33.83Not specified
168Mistral Large 2 (Nov '24)-34.37Not specified
169Hy3-preview-35.05Not specified
170ERNIE 4.5 300B A47B-35.13Not specified
171Doubao Seed Code-35.2Not specified
172Nova Premier-35.38Not specified
173o4-mini-35.7high
174Hermes 4 - Llama-3.1 405B-36.02Not specified
175GLM-4.7-36.43Not specified
176Qwen3 Max Thinking-36.62Not specified
177Mistral Medium 3.5-36.8high
178Grok Code Fast 1-37.07Not specified
179Step 3.7 Flash-37.28high
180GLM-4.6V-37.63Not specified
181Ring-2.6-1T-37.7xhigh
182KAT-Coder-Pro V1-37.73Not specified
183MiniMax-M2.5-38.87Not specified
184Qwen3 Max Thinking (Preview)-39.12Not specified
185Mercury 2.5-39.48Not specified
186Mistral Large 3-39.57Not specified
187GPT-4.1-39.63Not specified
188Gemini 2.5 Flash Preview (Sep '25)-39.9Not specified
189K2 Think V2-40.33high
190DeepSeek V3 0324-40.67Not specified
191Llama 3.1 Nemotron Instruct 70B-40.83Not specified
192Gemma 4 E4B-40.98Not specified
193Nemotron 3 Super 120B A12B-41.5Not specified
194DeepSeek V3 (Dec '24)-41.65Not specified
195Step 3.5 Flash-41.82Not specified
196Llama 4 Maverick-41.85Not specified
197GLM-4.6-41.88Not specified
198Nova Lite-42.17Not specified
199Nanbeige4.1-3B-42.5Not specified
200Gemini 2.0 Flash (Feb '25)-42.53Not specified
201o3-mini-42.57high
201Gemini 2.5 Flash-Lite Preview (Sep '25)-42.57Not specified
203Qwen3 Max (Preview)-42.78Not specified
204Llama 3.1 Instruct 70B-43.1Not specified
205Olmo 3.1 32B Think-43.37Not specified
206Qwen3 Max-43.55Not specified
207Qwen3.5 27B-43.98Not specified
207Qwen3 235B A22B 2507 Instruct-43.98Not specified
209Trinity Large Thinking-44.07Not specified
210Step 3.5 Flash 2603-44.22Not specified
211Magistral Small 1-44.4Not specified
212Grok 4.20 0309 v2-44.63Not specified
213Llama 3.1 Nemotron Ultra 253B v1-44.87Not specified
214ERNIE 5.0 Thinking Preview-45.62Not specified
215Llama Nemotron Super 49B v1.5-46.18Not specified
216Mistral Medium 3.1-46.28Not specified
217DeepSeek R1 Distill Llama 70B-46.38Not specified
218Qwen3 235B A22B 2507 (Reasoning)-46.52Not specified
219Qwen3 VL 235B A22B (Reasoning)-46.55Not specified
219MiniMax-M2-46.55Not specified
221Devstral 2-46.7Not specified
222DeepSeek V3.2-46.88Not specified
223Nova Pro-47.73Not specified
224Gemma 4 31B-47.93Not specified
225Qwen3.5 35B A3B-48.1Not specified
226DeepSeek V3.2 Exp-48.2Not specified
227Command A-48.27Not specified
228MiMo-V2-Flash-48.45Not specified
229MiniMax M1 80k-48.5Not specified
230Mistral Small 4-48.52Not specified
230Nova Micro-48.52Not specified
232North Mini Code-48.58Not specified
232Hermes 4 - Llama-3.1 70B-48.58Not specified
234Claude 3 Haiku-48.63Not specified
235Qwen3 14B-48.95Not specified
236Nova 2.0 Pro Preview-49.05medium
237gpt-oss-120b-49.25high
238Qwen3 32B-50.37Not specified
239Mistral Small 3.2-50.58Not specified
240Ling-2.6-1T-50.6Not specified
241Mercury 2-50.72high
241EXAONE 4.5 33B-50.72Not specified
243Qwen3 Coder 30B A3B Instruct-50.73Not specified
244Mistral Small 3.1-50.75Not specified
245Gemma 4 26B A4B-50.83Not specified
245Devstral Small (Jul '25)-50.83Not specified
247INTELLECT-3-50.85Not specified
248Ring-1T-50.92Not specified
249Qwen3 Next 80B A3B (Reasoning)-51.42Not specified
250Nemotron Cascade 2 30B A3B-51.47Not specified
251Qwen3 30B A3B-51.48Not specified
252Qwen3 VL 8B Instruct-51.88Not specified
253Llama 4 Scout-52.15Not specified
254Qwen3 VL 8B (Reasoning)-52.3Not specified
255Olmo 3.1 32B Instruct-52.37Not specified
256Qwen3 235B A22B-52.38Not specified
257Seed-OSS-36B-Instruct-52.47Not specified
258Qwen3 VL 32B (Reasoning)-52.52Not specified
259Qwen3 VL 235B A22B Instruct-52.67Not specified
260Gemma 4 12B-52.8Not specified
261Qwen2.5 Instruct 72B-53.07Not specified
262Qwen3.6 27B-53.2Not specified
263HyperCLOVA X SEED Think (32B)-53.28Not specified
264Solar Pro 3-53.4high
265GPT-4.1 mini-53.57Not specified
266LFM2 2.6B-54.07Not specified
267Llama 3.3 Instruct 70B-54.17Not specified
268Llama 3 Instruct 70B-54.32Not specified
269Grok 4 Fast-54.43Not specified
270Solar Open 100B-54.5high
271HyperNova 60B 2605-54.58high
272Llama 3.2 Instruct 1B-54.7Not specified
273Apriel-v1.5-15B-Thinker-54.8Not specified
274Jamba 1.7 Large-54.92Not specified
275Qwen3.5 122B A10B-54.97Not specified
276Nova 2.0 Lite-54.98high
277Ling-1T-55.13Not specified
278GLM-4.5V-55.58Not specified
278K2-V2-55.58high
280Phi-4-55.7Not specified
281Solar Pro 2-55.88high
282Qwen3 30B A3B 2507 (Reasoning)-56.13Not specified
283Devstral Small (May '25)-56.78Not specified
284NVIDIA Nemotron Nano 9B V2-57.25Not specified
285Nemotron 3 Nano Omni 30B A3B Reasoning-57.43Not specified
286GPT-4.1 nano-57.58Not specified
287Qwen3 VL 30B A3B (Reasoning)-57.63Not specified
288Devstral Small 2-57.7Not specified
289Jamba Reasoning 3B-57.72Not specified
290K-EXAONE-57.97Not specified
291Olmo 3 32B Think-58.07Not specified
292LFM2 24B A2B-58.1Not specified
293Llama 3.3 Nemotron Super 49B v1-58.3Not specified
294Ring-flash-2.0-58.62Not specified
295Gemini 2.5 Flash-Lite-58.78Not specified
296Step3 VL 10B-59Not specified
297Nova 2.0 Omni-59.08medium
298Mi:dm K 2.5 Pro-59.18Not specified
299DiffusionGemma 26B A4B-59.23Not specified
300Apriel-v1.6-15B-Thinker-59.37Not specified
301Sarvam 105B-59.38high
302Qwen3 Next 80B A3B Instruct-59.5Not specified
303Qwen3.6 35B A3B-60.02Not specified
304Gemma 4 E2B-60.18Not specified
305Qwen3 4B 2507 (Reasoning)-60.27Not specified
306Granite 4.0 H Small-61.02Not specified
307Phi-4 Mini Instruct-61.08Not specified
308Falcon-H1R-7B-61.3Not specified
309Qwen3 Omni 30B A3B (Reasoning)-61.4Not specified
310GLM-4.5-Air-61.53Not specified
311Apertus 70B Instruct-61.55Not specified
312Sarvam M-61.6high
313Motif-2-12.7B-Reasoning-61.68Not specified
314Qwen3 4B 2507 Instruct-61.93Not specified
315Tri-21B-think Preview-62.3Not specified
316Qwen3 Coder Next-62.4Not specified
317Tri-21B-Think-62.55Not specified
318Llama 3.2 Instruct 11B (Vision)-62.6Not specified
319GLM-4.7-Flash-62.62Not specified
320Ling-flash-2.0-62.7Not specified
321Mi:dm K 2.5 Pro Preview-62.73Not specified
322EXAONE 4.0 32B-62.77Not specified
323gpt-oss-20b-63.05high
324Qwen3 VL 32B Instruct-63.37Not specified
325Qwen3 VL 30B A3B Instruct-63.42Not specified
326DeepSeek R1 0528 Qwen3 8B-63.62Not specified
327Ministral 3 3B-64Not specified
328JT-MINI-64.1Not specified
329Granite 4.1 8B-64.12Not specified
330NVIDIA Nemotron Nano 12B v2 VL-64.23Not specified
331Qwen3 8B-64.73Not specified
332Mistral 7B Instruct-64.92Not specified
333Qwen3.5 Omni Flash-65.07Not specified
334Magistral Small 1.2-65.1Not specified
335Reka Flash 3-65.13Not specified
336Ling 2.6 Flash-66.13Not specified
337Qwen3 30B A3B 2507 Instruct-66.15Not specified
338Ministral 3 14B-66.37Not specified
339Gemma 3 27B Instruct-67.22Not specified
340Granite 4.1 30B-67.78Not specified
341Qwen3 VL 4B (Reasoning)-68.38Not specified
342Ministral 3 8B-68.95Not specified
343Molmo2-8B-69.22Not specified
344Qwen3 Omni 30B A3B Instruct-69.27Not specified
345NVIDIA Nemotron 3 Nano 30B A3B-69.3Not specified
346Granite 4.0 350M-69.35Not specified
347LongCat Flash Lite-70.07Not specified
348Llama 3 Instruct 8B-70.12Not specified
349NVIDIA Nemotron 3 Nano 4B-70.53Not specified
350Qwen3.5 9B-70.7Not specified
351Sarvam 30B-71.52high
352Celeris-1-71.58Not specified
353Olmo 3 7B Think-71.8Not specified
354LFM2.5-1.2B-Instruct-72.1Not specified
355Granite 4.0 H 1B-72.27Not specified
356LFM2 1.2B-72.43Not specified
357K2 Horizon 0.9B-72.82Not specified
358Jamba 1.7 Mini-73.12Not specified
359Qwen3.5 4B-74.73Not specified
360Gemma 3 1B Instruct-75.45Not specified
361Qwen3 VL 4B Instruct-75.97Not specified
362LFM2 8B A1B-76.5Not specified
363Granite 4.1 3B-77.03Not specified
364Gemma 3 12B Instruct-77.07Not specified
364Olmo 3 7B Instruct-77.07Not specified
366Apertus 8B Instruct-77.22Not specified
367Granite 3.3 8B-77.28Not specified
368Granite 4.0 Micro-77.53Not specified
369Ling-mini-2.0-78.47Not specified
370LFM2.5-1.2B-Thinking-79.95Not specified
371Gemma 3n E2B Instruct-80.17Not specified
372Granite 4.0 H 350M-80.92Not specified
373Gemma 3n E4B Instruct-81.33Not specified
374Granite 4.0 1B-81.62Not specified
375Exaone 4.0 1.2B-82.15Not specified
376MiniCPM-V 4.6 1.3B-82.87Not specified
377Gemma 3 4B Instruct-82.88Not specified
378Qwen3.5 2B-83.13Not specified
379Qwen3 1.7B-84.08Not specified
380Tiny Aya Global-84.3Not specified
381LFM2.5-VL-1.6B-84.42Not specified
382Qwen3 0.6B-84.95Not specified
383Qwen3.5 0.8B-88.58Not specified

No published result tracked

4 of the 46 models on this site have no published number on this benchmark, so their cells in the home table stay blank rather than reading as zero.

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Other versions of the same evaluation. Versions are not comparable: the task set changes between them.

Sources

Every page used for this benchmark, read on 17 October 2026.