HOST DIAGNOSTIC · Google
Gemma 4 E4B
Gemma 4 E4B· Gemma· OPEN WEIGHTS
ACTIVE
HOST IDENTIFICATION
Google
Gemma 4 E4B
ACTIVE
AVG SCORE
[12.8]
CAPABLE
STRONGEST
Cost Efficiency
[20]
WEAKEST
Code Generation
[11]
MAXED (20/20)
1
of 20 attributes
20-DIMENSION EVALUATION
ATTRIBUTE SCORES · 20 DIMENSIONS
Cognitive
Bulk Apperception
12
Reasoning
12
Mathematical Precision
12
World Knowledge
12
Scientific Acumen
12
Technical
Code Generation
11
Tool Use
11
Multimodal Fluency
13
Speed
18
Cost Efficiency
20
Behavioral
Candor
13
Creativity
12
Tenacity
11
Self-Correction
11
Calibration
13
Operational
Instruction Following
12
Context Fidelity
13
Multi-turn Coherence
12
Planning and Execution
11
Safety Alignment
15
SCORING METHODOLOGY
CALIBRATED. Google DeepMind, released 2026-04-02, Apache 2.0 open-weights. Effective-4B (E4B) edge variant — Google's recommended 'fastest local success path' for laptops/higher-end mobile. 128K context (smaller than the big-model 256K), native AUDIO input emphasis (plus image), configurable thinking, MTP. Runs locally with modest RAM (smallest family member needs ~4GB; E4B a step up). DIMENSION RATIONALE: Cost Efficiency 20 + Speed 18 (on-device, near-zero marginal cost) are the headline dims; capability 11-13 reflects edge-tier raw intelligence. Multimodal 13 (image + native audio in). Confidence: LOW-MEDIUM — edge-model benchmarks sparse; scored by family-scaling from 31B anchor. Flag for refresh.