# llm-semantic-router/mmbert32k-modality-router-merged

Model from Hugging Face for text classification: llm-semantic-router/mmbert32k-modality-router-merged · onnx

## Facts

- Type: Vision
- Task: text-classification
- Framework: onnx
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/llm-semantic-router/mmbert32k-modality-router-merged
- Hosting: hosted (5 files)
- Files: 5 hosted of 20 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 5 files, 1.26 GB
- Full repo upstream: 3.76 GB
- Recommended file: 3.69 GB (4 files)
- Download: https://huggingbay.xyz/artifact/hf-model-llm-semantic-router-mmbert32k-modality-router-merged/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert32k-modality-router-merged/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert32k-modality-router-merged/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 1811
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for llm-semantic-router/mmbert32k-modality-router-merged. Task: text classification. Library: onnx. Languages: en, de, fr, es, zh, ja, ru, ar. Datasets referenced by card metadata: Gustavosta/Stable-Diffusion-Prompts, FredZhang7/stable-diffusion-prompts-2.47M, nateraw/parti-prompts, fal/image-generation-prompts, OpenAssistant/oasst2, tatsu-lab/alpaca. Base model: llm-semantic-router/mmbert-32k-yarn. Includes 5 model-card evaluation signals. Popularity signal at import: 4,480 downloads and 1 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-classification
- Library: onnx
- Base model: llm-semantic-router/mmbert-32k-yarn
- Task categories: text-classification
- Languages: en, de, fr, es, zh, ja, ru, ar
- Referenced datasets: Gustavosta/Stable-Diffusion-Prompts, FredZhang7/stable-diffusion-prompts-2.47M, nateraw/parti-prompts, fal/image-generation-prompts, OpenAssistant/oasst2, tatsu-lab/alpaca, databricks/databricks-dolly-15k, stingning/ultrachat
- Metrics: accuracy, f1, precision, recall
- Model-index entries: mmbert32k-modality-router-merged
- Evaluation signals: 5 model-card eval results
- File hints: 16 upstream file samples

## Evaluation Signals

- mmbert32k-modality-router-merged: Accuracy = 0.9686 (Modality Routing)
- mmbert32k-modality-router-merged: F1 (weighted) = 0.9686 (Modality Routing)
- mmbert32k-modality-router-merged: F1 AR = 0.9617 (Modality Routing)
- mmbert32k-modality-router-merged: F1 DIFFUSION = 0.9765 (Modality Routing)
- mmbert32k-modality-router-merged: F1 BOTH = 0.9669 (Modality Routing)

## Referenced Data

- Dataset: Gustavosta/Stable-Diffusion-Prompts
- Dataset: FredZhang7/stable-diffusion-prompts-2.47M
- Dataset: nateraw/parti-prompts
- Dataset: fal/image-generation-prompts
- Dataset: OpenAssistant/oasst2
- Dataset: tatsu-lab/alpaca
- Dataset: databricks/databricks-dolly-15k
- Dataset: stingning/ultrachat
- Dataset: allenai/WildChat
- Dataset: mqliu/InterleavedBench

## File Hints

- .gitattributes (1.6 KB)
- README.md (9.9 KB)
- config.json (1.4 KB)
- eval_results.json (610 B)
- label_mapping.json (152 B)
- lora_config.json (135 B)
- modality_mapping.json (152 B)
- model.safetensors (1.1 GB) LFS
- onnx/config.json (1.4 KB)
- onnx/label_mapping.json (152 B)
- onnx/modality_mapping.json (152 B)
- onnx/model.onnx (1.1 GB) LFS

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-22T01:11:36.143Z.
- Open license detected as apache-2.0.
- Model-index metadata found for mmbert32k-modality-router-merged.
- Model card references dataset context: Gustavosta/Stable-Diffusion-Prompts, FredZhang7/stable-diffusion-prompts-2.47M, nateraw/parti-prompts, fal/image-generation-prompts.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-llm-semantic-router-mmbert32k-modality-router-merged
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert32k-modality-router-merged/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert32k-modality-router-merged/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert32k-modality-router-merged/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-llm-semantic-router-mmbert32k-modality-router-merged
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert32k-modality-router-merged/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-llm-semantic-router-mmbert32k-modality-router-merged&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-llm-semantic-router-mmbert32k-modality-router-merged/decentralized-fallbacks