INTELLIGENCE
9.9
Media Cap quality axis
Alibaba · Open weightsQwen3-VL-235B-A22B-Instruct-FP8
Active
Model portfolio
Qwen3-VL-235B-A22B-Instruct-FP8
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Alibaba · Open · Context 262K tokens
Language Cap
33
Cadle Language Cap 33 · 65%
Benchmark average
54.7
Not enough benchmark results yet
Pricing
Unlisted
no list price
CADLE CAP vs MODEL MATRIX
Cadle Cap ranks models on every published score we have for them — harder benchmarks weigh more. Missing tests are skipped, not zeroed. It answers who is stronger than whom in today's pool.
Model Matrix is the datasheet: Overall, Intelligence, Coding, Agentic, MMLU, GPQA, Math, LiveCodeBench, HumanEval, Reason, ARC-AGI. A dash means unmeasured. AVG is an importance-weighted mean of that model's filled cells only.
MODEL MATRIX · TRUTH CENTER CELLS
Overall
No data yet
Intelligence
9.9
Coding
23.2
Agentic
35.1
MMLU
82.3
GPQA
71.2
Math
70.7
LiveCodeBench
59.4
HumanEval
No data yet
Reason
42.6
ARC-AGI
No data yet
Coverage AVG
54.7
Cadle Cap ranks models with within-benchmark percentiles so ARC-AGI ~40 and MMLU ~90 never compete raw. Coverage AVG is an importance-weighted mean of filled expert cells only — blanks are skipped, not zeroed.
ANALYSIS · TRUTH CENTER
Hard benches (GPQA · ARC-AGI · LCB · Agentic) sit left — a mid-40 on ARC-AGI can still be frontier. Broader benches on the right are easier and often higher.
CADLE INSIGHTS
Only measured signals
CODING
23.2
Media Cap quality axis
AGENTIC
35.1
Media Cap quality axis
MATH
70.7
Media Cap quality axis
STRONGEST SIGNAL
Intelligence
Cap axis 9.9
CONTEXT
262K
Provider context window (not max output)
CODING (MATRIX)
23.2
Model Matrix coding cell
AGENTIC
35.1
Tool-use / agentic matrix cell
SPEED · COST · QUALITY
Measured matrix / AA / gateway rows only.
- Cap Intelligence
- 39.2
- AA / Intel index
- 9.9
- Cap Coding
- 17.0
- Matrix Coding
- 23.2
DESCRIPTION + DETAILS
PROVIDER
Alibaba
CONTEXT
262K tokens
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 Qwen3-VL-235B-A22B-Instruct-FP8.
MODEL COMPARISON
| Metric | |
|---|---|
| Provider | Alibaba |
| Release | |
| Input / 1M | No data yet |
| Output / 1M | No data yet |
| Context | 262K tokens |
| Cadle Cap | 33 |
| Cap board | Cadle Language Cap 33 |
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.
API
Alibaba listing
MEASURED CELLS
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.
AA IQ9.9
Coding23.2
Agentic35.1
MMLU82.3
GPQA71.2
Math70.7
LiveCodeBench59.4