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A LoRA adapter and decision head for Qwen3.5-2B that scores supplied candidates for Choice, Score and yes/no questions without generating text. Adapter, training data and server code are public.
A niche 2.27B-parameter dense decision model from Zefan Cai. 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.
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 | 1.9 GB |
| Acer Veriton GN100 AI MiniAcer | SS | 1.9 GB |
| AMD Instinct MI300XAMD | SS | 1.9 GB |
| AMD Instinct MI325XAMD | SS | 1.9 GB |
| AMD Instinct MI355XAMD | SS | 1.9 GB |
Explore the Provider
Aggregate stats, leaderboard, release timeline, and benchmark coverage across every Zefan Cai model we track.
Cheapest current cloud rentals with at least 2 GB VRAM, refreshed hourly.
Advertising disclosure: we earn commissions when you shop through the links below.
| Option | Cost / GPU-hour |
|---|---|
NVIDIA GeForce RTX 3060Vast.ai · Spot · 12 GB VRAM | $0.04 |
NVIDIA GeForce RTX 3060Vast.ai · On-Demand · 12 GB VRAM | $0.05 |
NVIDIA GeForce RTX 5060 TiVast.ai · Spot · 16 GB VRAM | $0.08 |
NVIDIA RTX A4000Vast.ai · Spot · 16 GB VRAM | $0.08 |
NVIDIA Tesla V100 16GBVast.ai · Spot · 16 GB VRAM | $0.09 |
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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