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HOST DIAGNOSTIC · Alibaba

Qwen 3.5

Qwen 3.5· Qwen· OPEN WEIGHTS
ACTIVE
HOST IDENTIFICATION
Alibaba
Qwen 3.5
ACTIVE
AVG SCORE
[12.0]
CAPABLE
STRONGEST
Cost Efficiency
[17]
WEAKEST
Tool Use
[10]
MAXED (20/20)
0
of 20 attributes
20-DIMENSION EVALUATION
Bulk Apperception
[12]
Reasoning
[13]
Math Precision
[12]
Code Generation
[12]
World Knowledge
[12]
Scientific Acumen
[12]
Instruction Following
[13]
Context Fidelity
[12]
Candor
[12]
Creativity
[11]
Multi-turn Coherence
[11]
Multimodal Fluency
[11]
Tool Use
[10]
Planning
[11]
Self-Correction
[10]
Tenacity
[10]
Safety Alignment
[11]
Calibration
[12]
Speed
[16]
Cost Efficiency
[17]
Qwen 3.5
ATTRIBUTE SCORES · 20 DIMENSIONS
Cognitive
Bulk Apperception
12
Reasoning
13
Mathematical Precision
12
World Knowledge
12
Scientific Acumen
12
Technical
Code Generation
12
Tool Use
10
Multimodal Fluency
11
Speed
16
Cost Efficiency
17
Behavioral
Candor
12
Creativity
11
Tenacity
10
Self-Correction
10
Calibration
12
Operational
Instruction Following
13
Context Fidelity
12
Multi-turn Coherence
11
Planning and Execution
11
Safety Alignment
11
SCORING METHODOLOGY
RECALIBRATED. Model Family + Provider corrected from Other to Qwen/Alibaba. Scores 13-15 kept stable — no Arena ELO available for precise calibration but range is consistent with strong open-weight positioning. 2B variant runs on iPhone with 4GB RAM. Apache 2.0 license. Edge AI flagship. Cost Efficiency 20 + Speed 19 validated (edge deployment = essentially free).
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