mojev
MoLeMo-Lab MIT out 33 days ago
854M parameters, text in, labels out.
Verified 2026-10-25 Rank #0 in Decision models · score 0 method v1 Sources 3 Downloads 30d 162 · #613 of 619 tracked
Where it's used
Hugging Face does not say who downloads a model or with what. These are the proxies: API providers listing it, quantized builds, fine-tunes/adapters/merges, and Spaces that load it.
No API provider serves it, so its downloads are people running it themselves: 5 Spaces.
- As a service0no API provider listed
- On own hardware0quantized builds
- Built on00 fine-tunes · 0 adapters · 0 merges
- In apps5Hugging Face Spaces
Top Spaces running it: di-zhang-fdu/mojev ♥ 1
Will it fit?
Weights only, an estimate: leave room for the KV cache. Method
Fits a 16 GB card at INT4
About 0.5 GB at INT4, 1.0 GB at FP8, 2.0 GB at BF16: weights only, so leave room for the KV cache.
Estimate params × bytes per param × 1.2 · how we estimate
Reference
Everything else, folded: the full tables, every source.
Use-case evidence
4 use cases
What it is good at 4 use cases
Labels are evidence, not verdicts: measured a third-party leaderboard row for this model; author-reported a number the model author published in the card or eval files; structural a deterministic signal from the name, config or chat template, or a decision-model estimate. Each chip links to its source. All use cases.
- Classify and make typed decisionsstructuraldecision-model estimate p=1.00tag: text-classificationpipeline: text-classification+1 more
- Run on a laptop or phonestructuraldecision-model estimate p=1.00fits: edge
- Understand images and videostructuraltag: multimodal
- Embed text for searchstructuraltag: feature-extraction
Facts
16 fields
Listed in Decision models
Facts
- mojev has 854M parameters. (safetensors metadata, observed 2026-10-24)
- License: MIT (friction: none). Permissive. (license file, observed 2026-10-24)
- Created 2026-09-22, last modified 2026-09-23. (HF API, observed 2026-10-24)
- Access is gated on Hugging Face (auto). (HF API, observed 2026-10-24)
| Pipeline tag | text-classification |
|---|---|
| Library | transformers |
| Architectures | PackedScorer |
| Model type | mojev-scorer |
| Params by dtype | BF16: 852,985,920 · F32: 1,050,624 |
| Size band | S |
| MoE | no |
| Gated | auto |
| License | MIT (mit) |
| Hub snapshot | 2026-10-25 |
Servability
vLLM · SGLang
Servability
vLLM: not in registry · 7050ef881ff0835f6890a47db1859a24c65481d6SGLang: not in registry · 773cb938fe9484a8f7e7e46fb1b1fe96412c59ed
vLLM registry (7050ef881ff0835f6890a47db1859a24c65481d6) · SGLang registry (773cb938fe9484a8f7e7e46fb1b1fe96412c59ed) · Matched by architecture class name against each project's registry on main; 'supported' means the architecture is registered, not that this checkpoint was tested.
Hardware fit
3 estimates
Hardware fit ESTIMATE
Weights-only memory for mojev: params × bytes/param × 1.2 overhead. KV cache and activations are extra. How this is computed.
| BF16 (2 bytes/param) | 2.0 GB · Edge (<4 GB) |
|---|---|
| FP8 (1 byte/param) | 1.0 GB · Edge (<4 GB) |
| INT4 (0.5 bytes/param) | 0.5 GB · Edge (<4 GB) |
Weights only (params × bytes/param × 1.2 overhead); KV cache and activations extra.
Decision facts
catalog
Decision-model catalog curated
| How it was made | trained head/adapter on frozen backbone |
|---|---|
| Lineage bucket | F - fine-tune of an open model (public/synthetic data) |
| Lineage evidence | board file inspection (adapter/head/weight files) + HF base_model field |
| Base model | Qwen/Qwen3.5-0.8B-Base |
| DI 0.2.1 score | 11.69 (independent (DI 0.2.1 board)) |
| ECE (board) | 0.1246 |
| Median latency | 46.4 ms (DI board, 1x RTX PRO 6000, single process) |
| Hosted price (input) | self-hosted/M |
| Source | https://huggingface.co/MoLeMo-Lab/mojev |
All variants
lineage
Lineage
Base model: Qwen/Qwen3.5-0.8B
Similar models
3 models
Similar models
- Lumma-fev-0.6b · 649M same size band (S), same task (text-classification), permissive license
- GLiNER2.5-Decide · 486M same size band (S), same task (text-classification), permissive license
- lavoir · 422M same size band (S), same task (text-classification)
Sources
3 sources
Sources
Hub snapshot: 2026-10-25 · HF API: 2026-10-24 21:44 UTC · Providers: 2026-10-24 21:44 UTC · Articles: 2026-10-24 21:46 UTC · Summary: 2026-10-07 15:19 UTC · Last verified 2026-10-25
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