Matrix overall
62.7
AVG 63.0 across matrix cells
ActiveModel portfolio
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Alibaba · Open · Context 32K tokens
Cadle Score
107.5
#28 in index
Benchmark average
63.0
Not enough benchmark results yet
Pricing
Unlisted
no list price
MODEL MATRIX · TRUTH CENTER CELLS
Overall
62.7
Intelligence
62.7
Coding
—
Reasoning
37.2
Language
48.0
Knowledge
—
Agentic
—
MMLU
—
GPQA
—
Math
75.7
LiveCodeBench
—
HumanEval
—
Reason
37.2
ARC-AGI
—
Coverage AVG
63.0
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.
Only measured signals
Matrix overall
62.7
AVG 63.0 across matrix cells
Benchmark avg
63.3
5 tracked scores
Strongest signal
epoch-eci
Score 107.5
Blended $/1M
Unlisted
No published list price
Context
32K
Provider context window (not max output)
Intel index
62.7
Matrix AA IQ cell
Measured matrix and verified gateway observations only.
PROVIDER
Alibaba
CONTEXT
32K tokens
STATUS
ACTIVE
Real operator evaluations, prompt robustness observations, and deployment notes for Qwen2.5-Coder-3B.
Tested Qwen2.5-Coder-3B on high-concurrency tool loops. Token generation remains consistent under sustained context load, with minimal prompt drift on complex JSON schemas.
Evaluated Qwen2.5-Coder-3B on multi-turn code synthesis. Code reasoning and diff application succeed on ~88% of test suites. Best paired with strict system prompt guardrails.
| Metric | |
|---|---|
| Provider | Alibaba |
| Release | |
| Input / 1M | No data yet |
| Output / 1M | No data yet |
| Context | 32K tokens |
| Cadle Cap | 108 |
| Cap board | Cadle Language Cap 108 |
| winogrande | 34.8 |
| hellaswag | 61.2 |
| gsm8k | 75.7 |
| arc-ai2 | 37.2 |
| epoch-eci | 107.5 |
Scores may use different scales — check the Benchmarks tab for source links.
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.