Image preference Cap is the peer rank for this modality — preference arenas and measured boards (VBench / Open ASR / AA categories) when they exist. Empty axes stay blank; Cap never copies an overall score into realism or motion.
Analysis Media Arena charts (AA Text-to-Image, LMArena I2V, TTS Arena, …) feed this portfolio when the catalog worker has matched this slug. Cards below list Cap axes, arena scores, and evidence sources — not the Language Model Matrix.
IMAGE PREFERENCE CAP · QUALITY AXES
Human preference
77.8
CADLE INSIGHTS
Only measured signals
HUMAN PREFERENCE
77.8
Media Cap quality axis
STRONGEST SIGNAL
Human preference
Cap axis 77.8
DESCRIPTION + DETAILS
PROVIDER
Alibaba
STATUS
ACTIVE
COMMUNITY REVIEWS
OPERATOR NOTES
Quality, latency, cost, and failure modes — not marketing copy.
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First review sets the tone for how teams evaluate qwen image edit 2511 mflux q8.
MODEL COMPARISON
Metric
qwen image edit 2511 mflux q8
Provider
Alibaba
Release
Input / 1M
No data yet
Output / 1M
No data yet
Context
No data yet
Cadle Cap
78
Cap board
Cadle Image preference Cap 78
Human preference
77.8
DATA PROVENANCE
Scores may use different scales — check the Benchmarks tab for source links.
Supabase models
Cadle public observations
SOURCE TRACKING
Evidence linked to this model — listing, hub, benchmarks, or live gateway prices.