Mammoth-1 vs Cloudflare Clef

Compare Mammoth-1 and Cloudflare Clef.
| Dimension | Mammoth-1 | Cloudflare Clef | Source |
|---|---|---|---|
| License | MIT (card tag; LICENSE blob 404) | Apache-2.0 (card tag) | Hugging Face cards (2026-10-23 / 2026-10-13) |
| Gating | No | No (2026-10-13 check) | Hugging Face API |
| Developer | Base Labs (Baseten) | Cloudflare | Official cards |
| Parameters | 27B (mammoth-1); 9B sibling elephant-1 | 27B | Official cards |
| Base model named | Qwen3.5-27B (elephant-1 from Qwen3.5-9B) | Qwen3.8-27B | Official cards |
| Modalities | text + images | text, JSON, image, video | Official cards |
| Context / sequence | 16,384 tokens (card) | Not independently verified on this site | mammoth-1 card; Clef page |
| Job | Decision model; noul / choice / score; one shared-prefix prefill | Decision model; schema options; one forward pass; no free-text | Official cards |
| Serving named | OneJev setup.sh; Baseten System One slugs | Hugging Face card (no sourced cookbook on this site) | Official cards / Baseten docs |
| Hugging Face likes | 44 on mammoth-1; 34 on elephant-1 (2026-10-23) | 2,074 (2026-10-13) | Hugging Face API |
| Quality vs closed classification APIs | Not independently tested | Not independently tested | n/a |
When to choose which
- MIT-tagged 27B + 9B pair: Mammoth-1 — Card tags only; LICENSE files 404’d. Elephant-1 lives on the Mammoth-1 page.
- Video named as an input: Cloudflare Clef — Clef’s page lists video. Mammoth/Elephant cards name text and images.
- Published System One / OneJev recipe: Mammoth-1 — Card setup.sh + Baseten docs. Untested here.
- Higher sourced Hugging Face likes (identification only): Cloudflare Clef — 2,074 likes on 2026-10-13 vs 44 on mammoth-1 (2026-10-23). Not a quality column.
Read the entity pages: Mammoth-1 (covers Elephant-1) and Cloudflare Clef. Both hang off LLM classification APIs.
Why this comparison exists
Both cards are 27B-class decision models: typed options in, probabilities out, not chat. Mammoth-1/Elephant-1 opened as ungated MIT-tagged Qwen3.5 post-trains on 2026-10-19. Clef is the decision row this site already sourced (Apache-2.0, 2026-10-13). Searchers who know Clef need a same-site fact sheet for the new Base Labs pair. This is identification, not a bake-off.
Sourced snapshot (2026-10-23 / Clef 2026-10-13)
| Field | Mammoth-1 | Cloudflare Clef |
|---|---|---|
| Host | huggingface.co/baselabs/mammoth-1 (not gated) | huggingface.co/Cloudflare/clef |
| HF likes | 44 (2026-10-23); sibling elephant-1 34 | 2,074 (2026-10-13) |
| License | MIT (card tag; LICENSE 404) | Apache-2.0 |
| Size | 27B; 9B sibling | 27B |
| Base named | Qwen3.5-27B | Qwen3.8-27B |
| Inputs | text + images | text, JSON, image, video |
| Sequence | 16,384 tokens (card) | Not independently verified here |
| Official serve path | OneJev setup.sh; Baseten System One | Card only on this site |
| Quality vs closed APIs | Not independently tested | Not independently tested |
License
Mammoth-1 and Elephant-1 tag MIT; LICENSE files 404’d on 2026-10-23. Clef tags Apache-2.0 as of 2026-10-13. Not legal advice.
How to choose
- Need the MIT 27B / 9B System One pair: Mammoth-1.
- Need the Apache-2.0 27B card that also names video: Cloudflare Clef.
- Need a chat MoE instead: closed LLM APIs.
LiquidAI d1 stays on the classification watch list. See Models.
FAQ
Does Mammoth-1 beat Clef on the Jev Decision Index?
The mammoth-1 card prints 71.24 vs Clef 55.7 on Jev Decision Index 0.4. That row is vendor/self-reported. We do not treat it as a forkalt ranking.
Are these chat models?
No. Both pages describe decision models that score typed options instead of writing prose. Chat-style weights live on closed LLM APIs.
Where is Elephant-1?
On the Mammoth-1 page as the 9B sibling. There is no /models/elephant-1 URL.
Can I use them commercially?
Mammoth-1/Elephant-1 tag MIT; Clef tags Apache-2.0. Mammoth LICENSE files 404’d in this check. Not legal advice.
Sources & verification
- https://huggingface.co/baselabs/mammoth-1
- https://huggingface.co/baselabs/elephant-1
- https://labs.baseten.co/articles/mammoth-1-and-elephant-1-frontier-decision-models
- https://docs.baseten.co/inference/model-apis/decision-models
- https://huggingface.co/Cloudflare/clef
License notes are not legal advice. Read the original LICENSE. Trademark & disclaimer.