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NuMarkdown-8B-Thinking

Checked against the listed Hugging Face source repository on 2026-10-03. Unknown values are left explicit rather than inferred.

Source repository ↗Compare this model →History & diff →Field-verified 2026-10-03Machine-readable JSON ↗
Developernumind
Parameters8.29217B
Context128,000 tokens
Weight files5
LicenseMIT
Accesspublic
Evidence statusSource-first verified
Repository revision checked2026-10-03
Full field verification2026-10-02
Source policy →Methodology →

MODEL INTELLIGENCE · SOURCE-FIRST

What is NuMarkdown-8B-Thinking?

OMW evidence review3 Oct 2026

Open Model Weights records NuMarkdown-8B-Thinking as a 8.29217B-parameter image to text open-weight model in the NuMarkdown family, with numind listed as the developer. The checked source repository provides 5 recognized weight artifacts, format evidence for Safetensors and a verified context window of 128,000 tokens. Values that are not evidenced in the checked sources remain explicitly undisclosed or unknown.

The repository declares MIT. Commercial use allowed under MIT conditions. Open Model Weights reports the checked license evidence and classification; this is not legal advice.

Lineage metadata declares Qwen/Qwen2.5-VL-7B-Instruct as a related base model with the relation declared relationship. In the checked repository, training or recipe evidence is present.

Source repository ↗Model card ↗Configuration ↗

DEPLOYMENT PROFILE

Weight memory, without pretending it is a deployment guarantee.

These bars visualize weight-only decimal-GB estimates. They exclude KV cache, activations, runtime overhead, optimizer state and sharding.

WEIGHT-ONLY MEMORY
BF16 / FP16~16.6 GB
FP8 / INT8~8.3 GB
INT4~4.2 GB
FIELD EVIDENCE MAP
WeightsVerified
LicenseVerified
Commercial useClassified
ContextVerified
FormatsVerified
LineageDeclared
Training recipeTraining Described In Model Card
Training dataNot Disclosed In Standard Metadata Or Obvious Model Card Section
RuntimeSource Derived Not Runtime Tested

LICENSE & USE

MIT

Commercial use allowed under MIT conditions

Declared licenseMIT
ClassificationAllowed
VerificationMetadata Only

This section summarizes the checked repository evidence. It is not legal advice.

LINEAGE & PROVENANCE

What the checked sources disclose — and what they do not.

Open Model Weights does not infer a hidden base model or training corpus when the checked sources do not declare one.

LINEAGE
BASE / PARENTQwen/Qwen2.5-VL-7B-InstructDeclared Relation
declared
CURRENT RECORDNuMarkdown-8B-ThinkingNuMarkdown
TRAINING DISCLOSURE
Training recipeTraining Described In Model Card
Training dataNot Disclosed In Standard Metadata Or Obvious Model Card Section
FamilyNuMarkdown

RUNTIME SIGNALS

Compatibility claims stay attached to their evidence level.

Declared and model-card-mentioned runtimes are discovery signals. They are not treated as Open Model Weights runtime tests unless explicitly measured.

DeclaredTransformers
MentionedvLLM
OMW runtime testNot performed

EVIDENCE TRAIL

Sources and observed history.

This is where the article remains auditable: source links on one side, the registry's observed change history on the other.

PrimaryModel Repositoryhttps://huggingface.co/numind/NuMarkdown-8B-ThinkingInspect source ↗PrimaryModel Apihttps://huggingface.co/api/models/numind/NuMarkdown-8B-ThinkingInspect source ↗PrimaryModel Cardhttps://huggingface.co/numind/NuMarkdown-8B-Thinking/blob/main/README.mdInspect source ↗PrimaryConfighttps://huggingface.co/numind/NuMarkdown-8B-Thinking/blob/main/config.jsonInspect source ↗
Repository revision check

Listed Hugging Face source repository SHA unchanged; prior field evidence retained.

Repository revision check

Listed Hugging Face source repository SHA unchanged; prior field evidence retained.

Field-by-field verification

Checked Hugging Face API metadata, exact repository file list, model card and config when accessible.

Registry record created

Previous verification level: discovered-pending.

RELATED RECORDS

Continue through the same family or developer.

Related records are connected by explicit registry fields, not by a quality score or recommendation rank.

No directly related registry records are available under the current family/developer fields.

FIELD-BY-FIELD RECORD

Inspect the underlying evidence.

The editorial layer above summarizes only what the verified registry can support. The sections below expose the exact fields, artifacts, source links and verification states.

WeightsLicenseHardwareFormatsLineageTrainingRuntimeSourcesVerification

01 · WEIGHTS

Exact repository artifacts

Statusverified-available
Accesspublic
Repositorynumind/NuMarkdown-8B-Thinking
Recognized weight files5
Show all 5 exact weight files
HF API file listing ↗

02 · LICENSE

License & commercial use

Declared licenseMIT
License IDmit
Commercial useCommercial use allowed under MIT conditions
Repository license filesNone observed

Classification describes the checked license terms; it is not legal advice.

License / model-card evidence ↗

03 · HARDWARE

Weight-memory estimate

BF16 / FP16~16.6 GB
FP8 / INT8~8.3 GB
INT4~4.2 GB

Weight-only decimal-GB estimate from total parameter count; excludes KV cache, activations, runtime overhead, optimizer state and sharding.

04 · FORMATS

Formats & precision evidence

Safetensors
BF16: observedFP16: not observedFP8: not observedINT8: not observedINT4: not observedGGUF: not observed

“Not observed” means no matching repository artifact/name/dtype signal was found; it does not prove no third-party conversion exists.

05 · LINEAGE

Base model & family

FamilyNuMarkdown
VariantNuMarkdown-8B-Thinking
Declared base modelQwen/Qwen2.5-VL-7B-Instruct
RelationNot declared

06 · TRAINING ASSETS

Recipe & data disclosure

Training recipetraining-described-in-model-card
Data disclosurenot-disclosed-in-standard-metadata-or-obvious-model-card-section
EvaluationsNot classified by automated verifier
Intermediate checkpointsNot classified by automated verifier

07 · RUNTIME SUPPORT

Declared and mentioned runtimes

Declared libraryTransformers
Declared/taggedTransformers
Mentioned in model cardvLLM
Artifact signalsNone
Tested by Open Model WeightsNo — source-derived support only

Open Model Weights does not claim runtime compatibility unless it is declared, tagged, mentioned by the publisher, or evidenced by an artifact. No inference benchmark is implied.

08 · SOURCES

Field evidence

Primary / declared sources4
Repository revision8dfc5236ae68
Source policyHow evidence is classified →
model_repositoryhttps://huggingface.co/numind/NuMarkdown-8B-Thinking
model_apihttps://huggingface.co/api/models/numind/NuMarkdown-8B-Thinking
model_cardhttps://huggingface.co/numind/NuMarkdown-8B-Thinking/blob/main/README.md
confighttps://huggingface.co/numind/NuMarkdown-8B-Thinking/blob/main/config.json

09 · VERIFICATION HISTORY

Checked, not assumed

Repository revision check

Official Hugging Face repository SHA unchanged; prior field evidence retained.

Repository revision check

Official Hugging Face repository SHA unchanged; prior field evidence retained.

Field-by-field verification

Checked Hugging Face API metadata, exact repository file list, model card and config when accessible.

Registry record created

Previous verification level: discovered-pending.

licenseverified
commercial useclassified
contextverified
weight filesverified
formatsverified
base modeldeclared
training recipetraining-described-in-model-card
data disclosurenot-disclosed-in-standard-metadata-or-obvious-model-card-section
runtime supportsource-derived-not-runtime-tested