SPEED · COST · QUALITY
Measured matrix / AA / gateway rows only.
- AA / Intel index
- 5.6
Model portfolio
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Allen Institute for AI · Released 2024-09-25 · v2024-09-25 · Open · Context 4K tokens
Vision Cap
No data yet
vision · unranked
Benchmark average
19.3
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
5.6
Coding
No data yet
Agentic
No data yet
MMLU
37.1
GPQA
24.0
Math
No data yet
LiveCodeBench
3.9
HumanEval
No data yet
Reason
19.7
ARC-AGI
No data yet
Coverage AVG
19.3
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.
NOT RANKED YET
We only rank a model once it has enough published benchmark results to compare fairly. Everything below is what we do know: pricing, news and any scores that have been published.
Measured matrix / AA / gateway rows only.
PROVIDER
Allen Institute for AI
RELEASE
2024-09-25
CONTEXT
4K tokens
STATUS
ACTIVE
OPERATOR NOTES
Quality, latency, cost, and failure modes — not marketing copy.
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First review sets the tone for how teams evaluate Molmo 7B-D.
| Metric | |
|---|---|
| Provider | Allen Institute for AI |
| Release | 2024-09-25 |
| Input / 1M | No data yet |
| Output / 1M | No data yet |
| Context | 4K tokens |
| Cadle Cap | 70 |
| Cap board | Unranked |
Scores may use different scales — check the Benchmarks tab for source links.
Evidence linked to this model — listing, hub, benchmarks, or live gateway prices.
API
Allen Institute for AI listing
Same Truth Center numbers as the datasheet above. Accuracy, reliability, safety, and cost scores are not invented.
Source: LMArena (CC BY 4.0) · as of 2026-10-25 · All credits