prithivMLmods / JEV-27B-VL-GGUF

huggingface.co
Total runs: 16.5K
24-hour runs: 0
7-day runs: 4.1K
30-day runs: 4.1K
Model's Last Updated: October 07 2026
image-text-to-text

Introduction of JEV-27B-VL-GGUF

Model Details of JEV-27B-VL-GGUF

JEV-27B-VL-GGUF

autotrust/JEV-27B-VL is a vision-capable extension of autotrust/JEV-27B , pairing the same calibrated System 1 typed-decision interface (yes/no, pick-one-of-2–256-options, or 0–5 rating, returned as a probability distribution in a single forward pass) with the unmodified Qwen3.8-27B as System 2, now extended to accept images and multimodal prompts up to 256K tokens via a POST /v1/decide endpoint. Text-only decisions match the original JEV-27B almost exactly (mean probability difference 0.010 across 1,000 checks), while image-based System 1 decisions prove strong across a wide range of zero-shot applications: 75% success on a MuJoCo robot-arm pick-and-place task and 95% on 60 multi-step browser computer-use tasks (both the best or tied-best in the JEV family), an AUC of 0.727 for zero-shot short-video recommendation from thumbnail covers alone (matching collaborative filtering trained on 59,045 users' logs), 73.2% on Plan-RewardBench (top of that paper's leaderboard) and higher precision than all 16 AgentRewardBench leaderboard judges at matched recall, and 78.3% on VL-RewardBench (above every model on its 2025 leaderboard, including GPT-4o and Claude 3.5 Sonnet). It also extends choice questions to up to 256 options with no retraining via two-letter labels beyond the trained 16, and the card documents concrete prompt-writing guidance — one-line "use when" descriptions for similar options measurably help, while wording, JSON vs. plain text, and extra instructions do not. It's served via a patched vLLM server ( serve_decide.py ) requiring --max-num-seqs 8 for correct multimodal LoRA behavior, with image-decision calibration not yet systematically measured, and is released under Apache-2.0, built from the unchanged Qwen3.8-27B weights plus the JEV System 1 adapter and decision head.

Model Files
File Name Quant Type File Size File Link Description
JEV-27B-VL.BF16.gguf BF16 53.8 GB Link Full BF16 weights. Highest quality, largest file size.
JEV-27B-VL.Q3_K_M.gguf Q3_K_M 13.3 GB Link Low quality.
JEV-27B-VL.Q4_K_M.gguf Q4_K_M 16.5 GB Link Good quality, default size for most use cases, recommended .
JEV-27B-VL.Q5_K_M.gguf Q5_K_M 19.2 GB Link High quality, recommended .
JEV-27B-VL.mmproj-bf16.gguf mmproj-bf16 931 MB Link Multimodal projection file in BF16 format. Used for vision/language models.
llama.cpp

LLM inference in C/C++ — https://github.com/ggml-org/llama.cpp

Releases / v0.6.0 — https://github.com/ggml-org/llama.cpp/releases/tag/v0.6.0

Runs of prithivMLmods JEV-27B-VL-GGUF on huggingface.co

16.5K
Total runs
0
24-hour runs
3.8K
3-day runs
4.1K
7-day runs
4.1K
30-day runs

More Information About JEV-27B-VL-GGUF huggingface.co Model

More JEV-27B-VL-GGUF license Visit here:

https://choosealicense.com/licenses/apache-2.0

JEV-27B-VL-GGUF huggingface.co

JEV-27B-VL-GGUF huggingface.co is an AI model on huggingface.co that provides JEV-27B-VL-GGUF's model effect (), which can be used instantly with this prithivMLmods JEV-27B-VL-GGUF model. huggingface.co supports a free trial of the JEV-27B-VL-GGUF model, and also provides paid use of the JEV-27B-VL-GGUF. Support call JEV-27B-VL-GGUF model through api, including Node.js, Python, http.

prithivMLmods JEV-27B-VL-GGUF online free

JEV-27B-VL-GGUF huggingface.co is an online trial and call api platform, which integrates JEV-27B-VL-GGUF's modeling effects, including api services, and provides a free online trial of JEV-27B-VL-GGUF, you can try JEV-27B-VL-GGUF online for free by clicking the link below.

prithivMLmods JEV-27B-VL-GGUF online free url in huggingface.co:

https://huggingface.co/prithivMLmods/JEV-27B-VL-GGUF

JEV-27B-VL-GGUF install

JEV-27B-VL-GGUF is an open source model from GitHub that offers a free installation service, and any user can find JEV-27B-VL-GGUF on GitHub to install. At the same time, huggingface.co provides the effect of JEV-27B-VL-GGUF install, users can directly use JEV-27B-VL-GGUF installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

JEV-27B-VL-GGUF install url in huggingface.co:

https://huggingface.co/prithivMLmods/JEV-27B-VL-GGUF

Url of JEV-27B-VL-GGUF

Provider of JEV-27B-VL-GGUF huggingface.co

prithivMLmods
ORGANIZATIONS

Other API from prithivMLmods