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HOST DIAGNOSTIC · Google

Gemma 4

Gemma 4· Gemma· OPEN WEIGHTS
ACTIVE
HOST IDENTIFICATION
Google
Gemma 4
ACTIVE
AVG SCORE
[12.4]
CAPABLE
STRONGEST
Cost Efficiency
[17]
WEAKEST
Bulk Apperception
[11]
MAXED (20/20)
0
of 20 attributes
20-DIMENSION EVALUATION
Bulk Apperception
[11]
Reasoning
[12]
Math Precision
[12]
Code Generation
[11]
World Knowledge
[11]
Scientific Acumen
[12]
Instruction Following
[13]
Context Fidelity
[13]
Candor
[12]
Creativity
[12]
Multi-turn Coherence
[12]
Multimodal Fluency
[12]
Tool Use
[12]
Planning
[12]
Self-Correction
[11]
Tenacity
[11]
Safety Alignment
[13]
Calibration
[12]
Speed
[16]
Cost Efficiency
[17]
Gemma 4
ATTRIBUTE SCORES · 20 DIMENSIONS
Cognitive
Bulk Apperception
11
Reasoning
12
Mathematical Precision
12
World Knowledge
11
Scientific Acumen
12
Technical
Code Generation
11
Tool Use
12
Multimodal Fluency
12
Speed
16
Cost Efficiency
17
Behavioral
Candor
12
Creativity
12
Tenacity
11
Self-Correction
11
Calibration
12
Operational
Instruction Following
13
Context Fidelity
13
Multi-turn Coherence
12
Planning and Execution
12
Safety Alignment
13
SCORING METHODOLOGY
RECALIBRATED. No Arena Text ELO; gemma-4-31b added to Document Arena April 14. Reasoning 16→14, Code 15→13, Bulk 15→13 (scored conservatively without Arena provenance). Speed 18 + Cost 19 validated (4 sizes from E2B to 31B Dense, designed for local + edge). Released April 2, 2026. Google's strongest open model family.
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