Model profile
Evidence summary
Gemini 3 Flash Preview has an estimated overall rank of #160; its 90% source-sensitivity interval is #78–#248. Its behavior-only rank is #174; company governance moves the combined estimate to #160. Published evidence spans 23 evals and 7 of 7 behavior components. Its strongest relative result is SpeciEval (belief_animal_sentience, #1 of 113); its weakest is DystopiaBench (baudrillard_score, #50 of 50).
Compare this model
Only models sharing at least one published sub-eval are listed.
Official and reference links
- Artificial Analysis ↗gemini-3-flash
- OpenRouter ↗google/gemini-3-flash-preview
- Official model documentation ↗Family-level model document · google · first party
- Release source ↗direct research preview identity date
Published eval results
Rank is within that sub-eval. Black marks the observed result; the grey dot marks the value implied by the global rank. Values stay on each source’s native scale.
| Eval / sub-eval | Rank | Value | Distribution | Source |
|---|---|---|---|---|
| AA-Omnisciencehallucination_rate | #285 / 330 | ↓0.9241 | Source ↗official | |
| AgentAbstainabstain | #16 / 17 | ↑43.6 | Source ↗official | |
| AgentAbstaincar | #15 / 17 | ↑43.4 | Source ↗official | |
| AgentAbstainpaired | #14 / 17 | ↑39.7 | Source ↗official | |
| Alignment Leaderboardcorrigibility | #10 / 24 | ↑4.32 | Source ↗official | |
| Alignment Leaderboardhonesty | #9 / 24 | ↑3.682 | Source ↗official | |
| Alignment Leaderboardnon_manipulation | #12 / 24 | ↑3.51 | Source ↗official | |
| Alignment Leaderboardrobustness | #14 / 24 | ↑3.373 | Source ↗official | |
| Alignment Leaderboardsafety | #11 / 24 | ↑3.875 | Source ↗official | |
| Alignment Leaderboardscheming | #12 / 24 | ↑3.645 | Source ↗official | |
| Arena Factuality — Search Arena (factuality-only weighting)factuality_bt_rating | #25 / 30 | ↑1153.0 | Source ↗official | |
| Arena Factuality — Text Arena (factuality-only weighting)factuality_bt_rating | #32 / 112 | ↑1449.0 | Source ↗official | |
| AuAu Authoritarian Response Auditbehavioral_vignette_arr_percent | #3 / 17 | ↓21.8 | Source ↗official | |
| AuAu Authoritarian Response Auditrealistic_prompt_arr_percent | #10 / 17 | ↓2.2 | Source ↗official | |
| BullshitBench v2clear_pushback_rate | #86 / 106 | ↑0.1 | Source ↗official | |
| CAIS Risk Indexagent_red_teaming | #43 / 45 | ↓92.9 | Source ↗official | |
| CAIS Risk Indexbioweapons_assistance | #31 / 50 | ↓75.3 | Source ↗official | |
| CAIS Risk Indexhle_overconfidence | #24 / 51 | ↓55.1 | Source ↗official | |
| CAIS Risk Indexmachiavelli | #38 / 47 | ↓95.3 | Source ↗official | |
| CAIS Risk Indexmask | #50 / 53 | ↓61.7 | Source ↗official | |
| CAIS Risk Indextextquests_harm | #24 / 50 | ↓17.8 | Source ↗official | |
| DystopiaBenchbasaglia_score | #47 / 50 | ↓73.2 | Source ↗official | |
| DystopiaBenchbaudrillard_score | #50 / 50 | ↓81.13 | Source ↗official | |
| DystopiaBenchhuxley_score | #47 / 50 | ↓83 | Source ↗official | |
| DystopiaBenchlaguardia_score | #46 / 50 | ↓71.63 | Source ↗official | |
| DystopiaBenchorwell_score | #31 / 50 | ↓72.43 | Source ↗official | |
| DystopiaBenchpetrov_score | #43 / 50 | ↓80.33 | Source ↗official | |
| JuICE Cultural-Error Span Detectionf1 | #3 / 10 | ↑0.4839 | Source ↗official | |
| MACHIAVELLIdeception_relative_random_pct | #39 / 50 | ↓95.3 | Source ↗official | |
| MT-JailBench CrescendoXsafety_score | #16 / 21 | ↑13.84 | Source ↗official | |
| Pander Scoreconversational_absolute_pander_score | #18 / 20 | ↓25.97 | Source ↗official | |
| Pander Scoreinstructional_absolute_pander_score | #18 / 20 | ↓70.12 | Source ↗official | |
| RealityTest — Text AI-Identity Disclosuredisclosure_probability | #12 / 17 | ↑0.227 | Source ↗official | |
| SM-Benchadversarial | #23 / 79 | ↑84.39 | Source ↗official | |
| SM-Benchambiguous_interpretation | #58 / 79 | ↑80.65 | Source ↗official | |
| SM-Benchanti_hallucination | #65 / 79 | ↑82.72 | Source ↗official | |
| SM-Bencheq_boundaries | #37 / 79 | ↑65.45 | Source ↗official | |
| SM-Benchoverfit | #5 / 79 | ↑93.99 | Source ↗official | |
| SpeciEvalbelief_animal_sentience | #1 / 113 | ↑7 | Source ↗official | |
| SpeciEvalland_animal_4ns | #77 / 113 | ↓4.72 | Source ↗official | |
| SpeciEvalsea_animal_4ns | #89 / 113 | ↓5.03 | Source ↗official | |
| SpeciEvalspeciesism | #113 / 113 | ↓3.9 | Source ↗official | |
| StereoTales Harmful Associationsbenign_significant_association_score | #23 / 23 | ↑82.56 | Source ↗official | |
| TACbase_welfare_rate | #15 / 76 | ↑35.9 | Source ↗self run | |
| Vectara HHEM Factual Consistencyfactual_consistency_rate | #79 / 94 | ↑86.5 | Source ↗official | |
| Vigil Mental Health Safetyoverall_score | #11 / 23 | ↑47 | Source ↗official |
Values evaluations
Descriptive values and political-framing results are separate from safety/ethics ranks. Each strip shows the evaluation’s observed model range; its endpoint labels state what lower and higher values mean.
UGI Political Values
Agent-ValueBench Moral Foundations (MFT08)
Agent-ValueBench HEXACO
| Dimension | Value | Distribution |
|---|---|---|
| Openness to experience | 6.5 | |
| Honesty-humility | 5.5 | |
| Extraversion | 6.5 | |
| Agreeableness | 5.7 | |
| Conscientiousness | 7.3 |
