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An open-weight alternative to Jev built on Qwen3.5-4B with a merged LoRA. It answers yes/no, Choice and Score questions with a probability for every option in one forward pass, and its runtime serves a TypeSafe-style API. English only; questions with more than 16 options are read in several passes.
A solid 4.21B-parameter dense decision model from allebee. Treat the modality benchmarks above as the leading indicator of fit — composite scoring across modalities is still maturing. Newly released, so production-readiness is still being shaken out.
Generated from this model’s benchmarks and ranking signals. Editor reviews refine it over time.
Access model weights, configuration files, and documentation.
No benchmark data available for this model yet.
The top devices for this model at 4-bit, ranked by fit and speed.
| Device | Grade | VRAM |
|---|---|---|
| ACEMAGIC M1A Pro (i9-13900HK + ARC A770)ACEMAGIC | SS | 3.1 GB |
| Acer Veriton GN100 AI MiniAcer | SS | 3.1 GB |
| AMD Instinct MI300XAMD | SS | 3.1 GB |
| AMD Instinct MI325XAMD | SS | 3.1 GB |
| AMD Instinct MI355XAMD | SS | 3.1 GB |
Explore the Provider
Aggregate stats, leaderboard, release timeline, and benchmark coverage across every allebee model we track.
Cheapest current cloud rentals with at least 3 GB VRAM, refreshed hourly.
Advertising disclosure: we earn commissions when you shop through the links below.
| Option | Cost / GPU-hour |
|---|---|
NVIDIA GeForce RTX 4060Vast.ai · Spot · 8 GB VRAM | $0.03 |
NVIDIA GeForce RTX 2080 TiVast.ai · Spot · 11 GB VRAM | $0.04 |
NVIDIA GeForce RTX 3070Vast.ai · Spot · 8 GB VRAM | $0.05 |
NVIDIA GeForce RTX 3060Vast.ai · Spot · 12 GB VRAM | $0.05 |
NVIDIA GeForce RTX 4060 TiVast.ai · Spot · 8 GB VRAM | $0.05 |
Per-GPU rate across RunPod, the Vast.ai marketplace, DigitalOcean, and Vultr.
Spot tier is interruptible. Plan for restarts when comparing against on-demand prices.
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