Matrix overall
73.3
Model Matrix composite
ActiveModel portfolio
DeepSeek R1 Zero
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DeepSeek · Open · Context 128K tokens
Cadle Score
62
Cadle Language Cap 62 · 25%
Benchmark average
—
Not enough benchmark results yet
Pricing
Unlisted
no list price
MODEL MATRIX · TRUTH CENTER CELLS
Overall
73.3
Intelligence
73.3
Coding
—
Reasoning
—
Language
—
Knowledge
—
Agentic
—
MMLU
—
GPQA
—
Math
—
LiveCodeBench
—
HumanEval
—
Reason
—
ARC-AGI
—
Coverage AVG
—
Pillar Coverage:1 / 7 Core Pillars (14%)
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.
CADLE INSIGHTS
Only measured signals
Blended $/1M
Unlisted
No published list price
Context
128K
Provider context window (not max output)
Intel index
73.3
Matrix AA IQ cell
SPEED · COST · QUALITY
Measured matrix and verified gateway observations only.
- Cadle Score
- 62.3
- Overall (Matrix)
- 73.3
- Cadle Intelligence
- 73.3
DESCRIPTION + DETAILS
PROVIDER
DeepSeek
CONTEXT
128K tokens
STATUS
ACTIVE
COMMUNITY REVIEWS
Community Reviews & Field Notes
Verified EngineersReal operator evaluations, prompt robustness observations, and deployment notes for DeepSeek R1 Zero.
4.5(2)
Leave a Field Observation
Rating:5 - Frontier benchmark
Role:
Tag topic:
Reviews are publicly visible to the engineering community.
Inference OperatorProduction Deployer Verified
Oct 31, 2026
Tested DeepSeek R1 Zero on high-concurrency tool loops. Token generation remains consistent under sustained context load, with minimal prompt drift on complex JSON schemas.
Autonomous Agent LeadEval Maintainer Verified
Oct 27, 2026
Evaluated DeepSeek R1 Zero on multi-turn code synthesis. Code reasoning and diff application succeed on ~88% of test suites. Best paired with strict system prompt guardrails.
MODEL COMPARISON
| Metric | |
|---|---|
| Provider | DeepSeek |
| Release | |
| Input / 1M | No data yet |
| Output / 1M | No data yet |
| Context | 128K tokens |
| Cadle Cap | 62 |
| Cap board | Cadle Language Cap 62 |
DATA PROVENANCE
Scores may use different scales — check the Benchmarks tab for source links.
- Supabase models
- Cadle public observations
MEASURED CELLS
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.
Overall73.3
AA IQ73.3