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OpenJev · MODEL RECORD

OpenJev 27B

OpenJev 27B has 26.896 billion total parameters. The selected Q4_K_M GGUF file is 16.547 GB.

Data snapshot: . 1 published test in this catalog.

Model file and details

Provider
OpenJev
Total parameters
26,895,998,464
Exact file size
16,547,400,000 bytes
Quantization / precision
Q4_K_M
Weight repository
openjev/openjev-GGUF
Original model repository
openjev/openjev
Weight revision
7c0a4c624342dd283f8d1bd215fbbe72cb0059f7
Model revision
5ec9e5fd2f80a6fff386779b1e5ac7e389971889
Runtime notes
Confirm model architecture and quantization support in your runner.
Recorded release date
2026-09-23
Date evidence
Official GGUF repository created 23 September 2026; quantized validation and source materials re-reviewed after renewed community attention on 1 October.

OpenJev-Q4_K_M.gguf

GGUF file and download on Hugging Face · Original model card

Published benchmark results

These scores were compiled from the linked sources. These published scores were not independently tested here. Different prompts, precision, thinking budgets and tools can change results.

OpenJev GGUF validation · 1,789

82.84 / 100

Accuracy on OpenJev's 1,789 held-out typed-decision rows using its llama.cpp letter-probability readout. Separate from the 10,000-row source-model result.

Benchmark efficiency: 5.006 published score points per GB of selected weights. This ratio is not an inference-speed measure; check the test settings to see whether the score covers the selected quantization.

Test settings: Publisher validation of this exact Q4_K_M artifact on 1,789 held-out typed-decision rows using llama.cpp /completion top-64 letter-token probabilities; one fixed option lettering per row.

The selected text-only GGUF is 0.34 percentage points below the 16-bit reference on this smaller validation set and was not run on the source model's full 10,000-question suite. Weights are CC BY-NC 4.0, so commercial use requires a separate licence.

Read the OpenJev GGUF validation · 1,789 source

Memory and comparison limits

Context and version evidence: The repository and file name identify the selected model. Revision hashes are shown above when recorded. Tested context length, full hardware configuration and run date are not consistently recorded in this snapshot. Only settings explicitly stated in each benchmark record are known.

The 16.547 GB figure covers model weights in this file. It excludes the context cache, runtime, operating system and any separate multimodal files. It is not a measured RAM requirement or a token-generation speed.

Use the model ranking chart to compare one test at a time. Use the 8, 16 and 32 GB memory guide. Check hardware memory and bandwidth before choosing a model.

Need a computer for OpenJev 27B?

These complete configurations pass the initial weight-size check for the selected 16.55 GB file. Allow extra memory for context and software. Check the model’s runtime notes and your inference software before buying.

CPU inference

GMKtec K15 · 32GB

Core Ultra 5 125U, 32GB DDR5-4800 (2 x 16GB), 512GB PCIe 4.0 SSD

$669.99Dated reference · not a live offer

32 GB system RAM · CPU planning

Low-power CPU and shared graphics limit heavy inference.

Check price on Amazon ↗Specifications & model limits
Listing and price evidence

Listing evidence: 2026-09-25. Amazon.com base price visible in an owner-supplied screenshot reviewed 25 Sep 2026; capture time not supplied. Dated reference, not a live quote. Excludes card signup offers, coupons, tax and shipping.

Apple unified memory

Apple Mac mini M5 Pro · 24GB

15-core CPU, 16-core GPU, 24GB unified memory, 512GB SSD

$1,699.00Dated reference · not a live offer

24 GB unified memory

Fixed 24GB memory and internal storage limit model size; no CUDA support; Amazon main-offer price and stock were not verified in this run.

Check price on Amazon ↗Specifications & model limits
Listing and price evidence

Listing evidence: 2026-10-03. Apple US launch price announced 22 September 2026: USD 1,699. Dated manufacturer reference, not an Amazon offer; tax and shipping may differ.

AMD unified memory

GMKtec EVO-X2

Ryzen AI Max+ 395, 64GB LPDDR5X-8000, 1TB PCIe 4.0 SSD

$2,199.99Dated reference · not a live offer

64 GB unified memory

Memory is soldered and shared with the operating system.

Check price on Amazon ↗Specifications & model limits
Listing and price evidence

Listing evidence: 2026-09-24. GMKtec, EVO-X2 / 64GB / 1TB, recorded 22 Sep 2026; exact ASIN capacity identified 24 Sep. This is a dated reference, not a current Amazon price; tax, shipping and bundle contents may differ.

Memory matches are estimates, not tested compatibility or speed. As an Amazon Associate I earn from qualifying purchases.

Compare more computers for this model

RAM and VRAM planning for OpenJev 27B

Confirm model architecture and quantization support in your runner. The selected weights use 16.547 GB; this excludes context cache, runtime buffers and other programs.

System RAM (CPU inference)
24 GB planning tier · 16.8 GB initial weight budget
Dedicated VRAM
24 GB planning tier · 19.2 GB initial weight budget
Unified memory
24 GB planning tier · 16.8 GB initial weight budget

These are the first listed tiers that pass our reserve policy, not measured minimum requirements. System RAM and VRAM remain separate. Use the memory tool to change the reserve for your context and runner.

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