← Evals

Evaluation profile

AA-Omniscience

1sub-evals
2.5%Safety weight
0%Freedom weight
1components

Weights below are portfolio-specific global index weights.

Model score (lower is better)Predicted score

About this eval

Hallucination propensity on difficult closed-book factual questions under explicit encouragement to abstain when uncertain.

Included in the behavior ranking.

Sub-evals

MeasureComponentDirection by rankingSafety weightFreedom weight
hallucination_rateaa-omniscience/aa-omniscience.csv:hallucination_rateMeasures whether the model avoids confidently giving incorrect answers across six thousand factual questions.Safety: truthfulness_honesty:1.000aa-omniscienceSafety: lower2.5%—

hallucination_rate

Measures whether the model avoids confidently giving incorrect answers across six thousand factual questions.

RankModelValueRelative performanceProvenance
1minicpm5-1b0.009009official
2g9v3-3b0.1166official
3g9v3-39a5b0.1304official
4command-a-plus0.1416official
5gemini-4-argon0.1507official
6lfm2.5-2.6b0.16official
7grok-4.30.1694official
8qwen3.8-27b0.1809official
9minimax-m30.1843official
10grok-4.200.1992official
11quasar-438b0.2144official
12minicpm5-2b0.2191official
13ling-3.0-flash-vl0.2205official
14k-exaone-2.00.226official
15grok-4.60.24official
16solar-pro-40.244official
17mimo-v2.5-pro0.247official
18solar-open2-250b0.2538official
19granite-4.2-30b0.2558official
20qwen3.7-max0.2563official
21claude-haiku-4.50.2571official
22grok-3-mini0.2582official
23k2-horizon-375b-a23b0.2585official
24glm-5.20.263official
25granite-4.2-3b0.2634official
26glm-5.3-flash0.2763official
27qwen3.7-plus0.2766official
28qwen3.8-max0.2884official
29claude-sonnet-40.2912official
30grok-4.70.2934official
31glm-5.30.2955official
32nemotron-3-ultra-550b-a55b0.2969official
33glm-5.10.2995official
34mimo-v2-pro0.2998official
35gemma-3-270m0.3042official
36ling-3.0-tiny0.3046official
37k2-horizon-mova-36b-a4b0.3053official
38gemma-4-e4b0.3094official
39muse-spark-1.30.3146official
40mimo-v2.50.3193official
41granite-4.2-8b0.3197official
42gemma-4-e2b0.3236official
43agnes-2.5-pro-beta0.328official
44a-x-k20.3299official
45muse-spark-1.20.3329official
46k2-horizon-7b0.3363official
47gemini-3.5-flash-lite0.3436official
48qwen3.6-plus0.3464official
49glm-50.3532official
50minimax-m2.70.3556official
51solar-mini40.3583official
52qwen3.5-omni-plus0.37official
53nemotron-3.5-lightning0.3757official
54gpt-4o0.3792official
55motif-30.3877official
56claude-opus-4.80.3925official
57claude-sonnet-50.3937official
58ling-3.0-flash-fin0.3951official
59claude-3.7-sonnet0.3997official
60mimo-v2-omni0.4005official
61kimi-k2.60.405official
62mimo-v2.6-pro0.4062official
63claude-3.5-haiku0.4115official
64claude-opus-4.70.4229official
65step-5-preview0.4302official
66llama-3.1-8b-instruct0.4304official
67jt-4.1-flash-236b-a21b0.4367official
68ling-3.0-flash0.4405official
69k2-horizon-3.7b0.4414official
70gpt-5-mini0.4432official
71gpt-6-astra0.4477official
72qwen3-coder-480b-a35b-instruct0.4493official
73qwen3.8-flash-next0.4532official
74qwen3.6-max-preview0.4619official
75lfm2.5-8b-a1b0.4691official
76claude-sonnet-5.50.4701official
77agnes-3.0-flash0.4838official
78mimo-v2-flash0.4841official
79claude-sonnet-4.60.4845official
80claude-sonnet-4.50.4908official
81qwen3.6-27b0.4927official
82gpt-6.1-sol0.4936official
83kimi-k2.50.4996official
84muse-spark-1.10.4998official
85qwen3.6-35b-a3b0.505official
86gpt-6-sol0.5074official
87gemini-3.1-pro-preview0.5087official
88gpt-5.4-nano0.5113official
89glm-4.6v0.5146official
90gpt-5.1-codex-mini0.5158official
91gpt-5.10.5189official
92gemini-3.8-flash0.519official
93llama-3.1-405b-instruct0.5244official
94gpt-5-nano0.5262official
95kimi-k30.532official
96deepseek-v4.1-flash0.5399official
97grok-4.50.5415official
98mimo-v2.6-flash0.5436official
99gemini-3.6-flash0.5563official
100kat-coder-pro-v20.5598official
101nova-lite0.5761official
102nanbeige4.1-3b0.581official
103claude-opus-5.50.5861official
104claude-opus-50.5955official
105magistral-medium0.5966official
106nvidia-nemotron-nano-9b-v20.6049official
107mistral-medium-30.609official
108claude-opus-4.50.61official
109qwen3.5-0.8b0.6135official
110gpt-5.20.616official
111gemini-3.5-flash0.6176official
112devstral0.6219official
113glm-5-turbo0.6264official
114claude-opus-4.60.6284official
115lfm2.2-6b0.6289official
116inkling-small0.6299official
117claude-fable-50.6364official
118jt-35b-flash0.6384official
119grok-40.6449official
120gemini-3.7-flash0.6453official
121nova-micro0.6508official
122gpt-5.5-instant0.653official
123claude-fable-5.10.6563official
124olmo-3.1-32b-think0.6629official
125llama-3.2-1b-instruct0.6634official
126mistral-small-40.665official
127ernie-4.5-300b-a47b0.6693official
128llama-nemotron-super-49b-v1.50.6726official
129kat-coder-pro-v10.6736official
130glm-4.60.6757official
131inkling0.6766official
132mistral-large-20.6768official
133grok-4-fast0.6827official
134minimax-m2.10.6854official
135glm-5v-turbo0.688official
136lfm2-24b-a2b0.6903official
137jamba-reasoning-3b0.6904official
138gpt-40.6941official
139o10.6963official
140glm-4.50.7015official
141k2-think-v20.7117official
142llama-3.1-nemotron-instruct-70b0.7126official
143gemini-2.5-flash-lite0.7171official
144nova-premier0.7192official
145kimi-k20.7267official
146olmo-3.1-32b-instruct0.7324official
147gpt-5.2-codex0.7336official
148gemma-4-12b0.7341official
149grok-4.1-fast0.7341official
150llama-3.3-nemotron-super-49b0.7369official
151hy30.7413official
152qwen3.5-2b0.7424official
153deepseek-v3.1-terminus0.7483official
154gpt-5.6-luna0.75official
155qwen3.5-27b0.7513official
156longcat-2.00.7539official
157gpt-5-codex0.7542official
158qwen3-14b-instruct0.7582official
159k2-v20.7604official
160granite-4.0-350m0.7613official
161gpt-6-luna0.7673official
162mistral-small-3.20.7681official
163gpt-5.1-codex0.772official
164command-a0.7732official
165qwen3-235b-a22b-instruct0.774official
166mistral-small-3.10.7756official
167nova-pro0.7771official
168phi-4-mini0.7799official
169llama-3.1-70b-instruct0.7821official
170apodex-1.10.7843official
171gpt-50.7902official
172grok-code-fast-10.7929official
173llama-4-scout0.7935official
174exaone-4.5-33b0.7992official
175nova-2.0-pro0.7994official
176doubao-seed-code0.7999official
177cogito-v2.10.8016official
178ministral-3-3b0.8019official
179hermes-4-llama-3.1-405b0.8023official
180qwen3-coder-30b-a3b-instruct0.803official
181mercury-2.50.8033official
182o4-mini0.8045official
183claude-3-haiku0.8045official
184tri-21b-think-preview0.8053official
185qwen3-30b-a3b-instruct0.8073official
186o3-mini0.8108official
187deepseek-r1-distill-llama-70b0.8109official
188hyperclova-x-seed-think-32b0.8119official
189phi-40.8119official
190llama-3.1-nemotron-ultra-253b-v10.8123official
191mistral-7b-instruct0.8126official
192lfm2.1-2b0.8138official
193mistral-medium-3.50.8159official
194devstral-small0.8162official
195granite-4.0-h-nano-1b0.8172official
196qwen3-4b-instruct0.8174official
197llama-3.2-instruct-11b-vision0.8188official
198muse-glimmer0.8194official
199gemma-4-31b-it0.8195official
200exaone-4.0-32b0.821official
201qwen3-32b-instruct0.8212official
202gemma-3-1b0.8229official
203hypernova-60b0.8233official
204kimi-k2.7-code0.8238official
205deepseek-v3.10.8251official
206gpt-4.1-nano0.8256official
207gpt-5.40.8258official
208gemini-2.5-flash0.826official
209gemini-3.1-flash-lite0.8266official
210hermes-4-llama-3.1-70b0.8268official
211qwen3.5-397b-a17b0.8269official
212apertus-70b-instruct0.8282official
213north-mini-code0.8321official
214nemotron-3-nano-30b-a3b0.8327official
215step-3-vl-10b0.8332official
216magistral-small0.8345official
217deepseek-r10.8345official
218qwen3.5-9b0.8361official
219qwen3-vl-32b0.8368official
220muse-spark0.8419official
221mistral-medium-3.10.8458official
222nova-2.0-omni0.847official
223glm-4.5v0.8478official
224step-3.7-flash0.8498official
225qwen3-vl-235b-a22b0.8515official
226deepseek-v3.20.8518official
227devstral-20.8527official
228apriel-v1.5-15b-thinker0.8528official
229ring-2.6-1t0.8533official
230nemotron-cascade-2-30b-a3b0.8536official
231tri-21b-think-v0.50.8542official
232qwen3.5-35b-a3b0.8543official
233qwen2.5-72b-instruct0.8546official
234nemotron-3-nano-omni-30b-a3b0.8565official
235olmo-3-32b-think0.8567official
236k2-horizon-0.9b0.8569official
237deepseek-v30.8586official
238nova-2.0-lite0.8587official
239trinity-large0.8589official
240mistral-large-30.8596official
241gemini-2.0-flash0.8624official
242deepseek-r1-qwen3-8b0.8635official
243seed-oss-36b-instruct0.8639official
244gemma-4-26b-a4b-it0.8644official
245qwen3-30b-a3b0.8654official
246qwen3.5-4b0.8655official
247gpt-oss-20b0.8671official
248nemotron-3-super-120b-a12b0.8696official
249ernie-5.0-thinking-preview0.8701official
250qwen3-next-80b-a3b0.8701official
251qwen3.5-122b-a10b0.8709official
252granite-4.1-8b0.8713official
253devstral-small-20.8729official
254grok-30.8732official
255hy3-preview0.874official
256llama-3-70b-instruct0.8754official
257intellect-30.8759official
258granite-4.0-h-small0.8785official
259deepseek-v4-pro0.8785official
260gpt-5.6-terra0.8788official
261gpt-5.50.8804official
262granite-4.0-h-350m0.8806official
263agnes-2.5-pro-alpha0.8807official
264o30.8809official
265minimax-m2.50.8812official
266solar-pro-30.8822official
267step-3.5-flash0.8849official
268nvidia-nemotron-3-nano-4b0.8857official
269falcon-h1r-7b0.8877official
270k-exaone0.8884official
271llama-4-maverick0.8888official
272deepseek-v4-flash0.8897official
273qwen3-omni-30b-a3b0.8899official
274deepseek-v3.2-speciale0.8915official
275gpt-5.3-codex0.8918official
276gpt-5.6-sol0.8942official
277ling-flash-2.00.8948official
278solar-open-100b0.8965official
279lfm2.5-1.2b-instruct0.8973official
280ring-1t0.8975official
281qwen3-vl-30b-a3b0.8977official
282llama-3-8b-instruct0.8979official
283gpt-5.4-mini0.8985official
284qwen3-max0.8992official
285qwen3-max-preview0.8993official
286gemini-3-pro-preview0.9official
287ring-flash-2.00.9007official
288llama-3.3-70b-instruct0.9021official
289motif-2-12.7b0.9059official
290sarvam-m0.9064official
291qwen3-8b-instruct0.9074official
292gpt-oss-120b0.9082official
293diffusiongemma-26b-a4b0.9089official
294gemini-2.5-pro0.9089official
295minimax-m20.909official
296qwen3-0.6b-instruct0.9094official
297qwen3-vl-8b-instruct0.9101official
298molmo2-8b0.911official
299olmo-3-7b-instruct0.9122official
300mercury-20.9122official
301reka-flash-30.9127official
302jt-mini0.913official
303qwen3-vl-8b0.9141official
304deepseek-v4-flash-vision0.9148official
305minimax-m1-80k0.9153official
306qwen3-vl-235b-a22b-instruct0.9155official
307deepseek-v4-flash-07310.917official
308exaone-4.0-1.2b0.9174official
309qwen3-vl-4b0.9182official
310qwen3-vl-32b-instruct0.9182official
311apriel-v1.6-15b-thinker0.9193official
312deepseek-v4-pro-08130.9194official
313gemma-3-27b-it0.9209official
314lfm2-8b-a1b0.923official
315nvidia-nemotron-nano-12b-v2-vl0.9235official
316gemini-3-flash-preview0.9241official
317ministral-3-14b0.9252official
318gpt-4.1-mini0.9272official
319qwen3-next-80b-a3b-instruct0.9275official
320celeris-10.9275official
321ling-2.6-1t0.9283official
322glm-4.5-air0.9288official
323glm-4.70.9291official
324solar-pro-20.9303official
325grok-build-0.10.9312official
326olmo-3-7b-think0.9321official
327gpt-4.10.9331official
328gemma-3n-e2b0.9338official
329qwen3.5-omni-flash0.934official
330sarvam-105b0.9343official
331granite-4.0-nano-1b0.9352official
332qwen3-vl-30b-a3b-instruct0.9366official
333qwen3-coder-next0.9368official
334glm-4.7-flash0.9394official
335ministral-3-8b0.9416official
336mi-dm-k-2.5-pro0.9427official
337ling-1t0.9473official
338qwen3-1.7b-instruct0.9481official
339nex-n2-pro0.9491official
340granite-4.1-30b0.9498official
341jamba-1.7-large0.9507official
342granite-4.1-3b0.9508official
343jamba-1.7-mini0.951official
344lfm2.5-vl-1.6b0.9574official
345granite-4.0-micro0.9577official
346ling-mini-2.00.9587official
347minicpm-v4.6-1.3b0.9607official
348apertus-8b-instruct0.9614official
349longcat-flash-lite0.9616official
350tiny-aya-global0.962official
351granite-3.3-8b-instruct0.9622official
352sarvam-30b0.9628official
353ling-2.6-flash0.9672official
354gemma-3n-e4b-it0.9707official
355gemma-3-12b0.974official
356qwen3-vl-4b-instruct0.9742official
357qwen3-omni-30b-a3b-instruct0.9759official
358gemma-3-4b0.9821official