# cross-encoder/ms-marco-TinyBERT-L4

Model from Hugging Face for text ranking: cross-encoder/ms-marco-TinyBERT-L4 · sentence transformers

## Facts

- Type: LLM
- Task: text-ranking
- Framework: sentence-transformers
- 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/cross-encoder/ms-marco-TinyBERT-L4
- Hosting: hosted (5 files)
- Files: 5 hosted of 25 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: at least 5 listed files; full count and size unknown
- Full repo upstream: 562.9 MB
- Download: https://huggingbay.xyz/artifact/hf-model-cross-encoder-ms-marco-tinybert-l4/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-tinybert-l4/download-plan)
- Per-file SHA-256: available for 4 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-tinybert-l4/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: 140
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for cross-encoder/ms-marco-TinyBERT-L4. Task: text ranking. Library: sentence transformers. Languages: en. Datasets referenced by card metadata: sentence-transformers/msmarco. Popularity signal at import: 236 downloads and 1 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-ranking
- Library: sentence-transformers
- Task categories: text-ranking
- Languages: en
- Referenced datasets: sentence-transformers/msmarco
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: sentence-transformers/msmarco

## File Hints

- .gitattributes (445 B)
- CERerankingEvaluator_results.csv (3.4 KB)
- README.md (3.4 KB)
- config.json (612 B)
- flax_model.msgpack (55 MB) LFS
- model.safetensors (55 MB) LFS
- onnx/model.onnx (55 MB) LFS
- onnx/model_O1.onnx (55 MB) LFS
- onnx/model_O2.onnx (55 MB) LFS
- onnx/model_O3.onnx (55 MB) LFS
- onnx/model_O4.onnx (27 MB) LFS
- onnx/model_qint8_arm64.onnx (14 MB) 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 2026-08-29T11:08:53.282Z.
- Open license detected as apache-2.0.
- Model card references dataset context: sentence-transformers/msmarco.
- 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-cross-encoder-ms-marco-tinybert-l4
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-tinybert-l4/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-tinybert-l4/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-tinybert-l4/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-cross-encoder-ms-marco-tinybert-l4
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-cross-encoder-ms-marco-tinybert-l4/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-cross-encoder-ms-marco-tinybert-l4&limit=100
- Request mirror: not applicable.
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