ATTRIBUTE MATRIX: ATRBT GROUP 01

Attribute Matrix

HOST CONFIGURATION
Claude Opus 4Claude Opus 4
REVISION HISTORYClaude Opus 4Jan 70ESC or click chart to dismiss
Bulk Apperception
[12]
Reasoning
[12]
Math Precision
[9]
Code Generation
[13]
World Knowledge
[13]
Scientific Acumen
[12]
Instruction Following
[11]
Context Fidelity
[10]
Candor
[11]
Creativity
[10]
Multi-turn Coherence
[10]
Multimodal Fluency
[8]
Tool Use
[10]
Planning
[10]
Self-Correction
[9]
Tenacity
[9]
Safety Alignment
[13]
Calibration
[10]
Speed
[6]
Cost Efficiency
[4]
Claude Opus 4
AVG SCORE
[10.1]
CAPABLE
STRONGEST
Code Generation
[13]
WEAKEST
Cost Efficiency
[4]
MAXED (20/20)
0
of 20 attributes
HOST IDENTIFICATION
Anthropic
Claude Opus 4
Claude Opus 4
PARAMETERS[Undisclosed]
ACTIVE
SELECT HOST
46
ATTRIBUTE SCORES · CLAUDE OPUS 4
Cognitive
Bulk Apperce…
12
Reasoning
12
Mathematical…
9
World Knowle…
13
Scientific A…
12
Technical
Code Generat…
13
Tool Use
10
Multimodal F…
8
Speed
6
Cost Efficie…
4
Behavioral
Candor
11
Creativity
10
Tenacity
9
Self-Correct…
9
Calibration
10
Operational
Instruction …
11
Context Fide…
10
Multi-turn C…
10
Planning and…
10
Safety Align…
13
METHODOLOGY
20
Dimensions
1–20
Point scale
50/30/20
Op / Bench / Community
46
Models evaluated

Scores blend normalized benchmark results (MMLU, HumanEval, GPQA, SWE-bench, LMSYS Chatbot Arena) with qualitative operator assessment from hands-on usage. Click any attribute for full methodology.

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