# Aster-JEV-27B decision model by k2021211255 > Aster-JEV-27B makes choice judgments from text and images. Read its noncommercial weights, public vision score and limited forward timing. Updated 2026-11-12 (Australia/Adelaide) ## Quick answers ### What is Aster-JEV-27B by k2021211255? [Aster-JEV-27B](): A full-parameter Qwen3.8-27B vision decision fine-tune with a separate head and a frozen evaluation engine. [Aster-JEV-27B facts]() [Source]() ### Who makes Aster-JEV-27B? [Aster-JEV-27B](): k2021211255 [Aster-JEV-27B facts]() [Source]() By k2021211255 · Hugging Face weight release: 2026-11-08 · OPEN A full-parameter Qwen3.8-27B vision decision fine-tune with a separate head and a frozen evaluation engine. A forward pass returns probabilities across supplied choices without generating text. The released package includes weights, inference code, manifests and full public vision-suite records. ## Facts - Base: Qwen/Qwen3.8-27B - Inputs: Text and images; 2 to 26 choice options - Limits: 262,144 input tokens; up to 1,638,400 pixels per image, subject to device memory - Licence: Fine-tuned weights CC BY-NC 4.0; original backbone Apache-2.0 - Access: BF16 backbone, FP32 stored head and single-A800 inference recipe ## Claims and sources - **VENDOR-REPORTED**: The maker reports public Vision Index 76.7057 with 9,867 of 12,210 requests correct. Pooled across eight parallel processes, each on one A800 80 GB, synchronized forward timing has 361.5 ms median, 507.2 ms mean and 581.9 ms p80, excluding preprocessing and transfers. The official private evaluation and RTX PRO 6000 timing check are pending; this is a self-scored public result. [source]() ## Links - [Source: Card, code and weights]() - [Source: Pinned public results]() - [Source: Weight licence]() ## Related projects No related projects are listed in the registry.