INTELLIGENCE
9.2
Media Cap quality axis
Ant Group · ProprietaryLing-1T
Active
Model portfolio
Ling-1T
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Ant Group · Released 2025-10-08 · v2025-10-08 · Closed
Language Cap
44
Cadle Language Cap 44 · 59%
Benchmark average
60.9
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
9.2
Coding
No data yet
Agentic
32.8
MMLU
82.2
GPQA
71.9
Math
71.3
LiveCodeBench
67.7
HumanEval
No data yet
Reason
34.8
ARC-AGI
No data yet
Coverage AVG
60.9
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
67.7
Media Cap quality axis
AGENTIC
32.8
Media Cap quality axis
MATH
71.3
Media Cap quality axis
STRONGEST SIGNAL
Intelligence
Cap axis 9.2
AGENTIC
32.8
Tool-use / agentic matrix cell
INTEL INDEX
9.2
Matrix AA IQ cell
SPEED · COST · QUALITY
Measured matrix / AA / gateway rows only.
- Cap Intelligence
- 35.2
- AA / Intel index
- 9.2
- Cap Coding
- 87.5
DESCRIPTION + DETAILS
PROVIDER
Ant Group
RELEASE
2025-10-08
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 Ling-1T.
MODEL COMPARISON
| Metric |  Ling-1T |
|---|---|
| Provider | Ant Group |
| Release | 2025-10-08 |
| Input / 1M | No data yet |
| Output / 1M | No data yet |
| Context | No data yet |
| Cadle Cap | 44 |
| Cap board | Cadle Language Cap 44 |
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
Ant Group listing
MEASURED CELLS
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.
AA IQ9.2
Agentic32.8
MMLU82.2
GPQA71.9
Math71.3
LiveCodeBench67.7