# ValentinaKim/Multilingual-base-soil-embedding

Model from Hugging Face for sentence similarity: ValentinaKim/Multilingual-base-soil-embedding · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- 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/ValentinaKim/Multilingual-base-soil-embedding
- Hosting: unknown (no download location recorded)
- Files: 11 listed, none hosted here
- 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: availability unknown
- Full repo upstream: 487.7 MB
- Download: none recorded
- Per-file SHA-256: not available (no files hosted on Hugging Bay)
- 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: 92
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for ValentinaKim/Multilingual-base-soil-embedding. Task: sentence similarity. Library: sentence transformers. Languages: multilingual. Base model: intfloat/multilingual-e5-small. Includes 12 model-card evaluation signals. Popularity signal at import: 92 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: intfloat/multilingual-e5-small
- Task categories: sentence-similarity
- Languages: multilingual
- Metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10
- Paper ids: 1908.10084, 2205.13147, 1705.00652
- Model-index entries: Multilingual base soil embedding model (quantized)
- Evaluation signals: 12 model-card eval results
- File hints: 11 upstream file samples

## Evaluation Signals

- dim 256: Cosine Accuracy@1 = 0.2441860465116279 (Information Retrieval)
- dim 256: Cosine Accuracy@3 = 0.31007751937984496 (Information Retrieval)
- dim 256: Cosine Accuracy@5 = 0.3643410852713178 (Information Retrieval)
- dim 256: Cosine Accuracy@10 = 0.4108527131782946 (Information Retrieval)
- dim 256: Cosine Precision@1 = 0.2441860465116279 (Information Retrieval)
- dim 256: Cosine Precision@3 = 0.10335917312661498 (Information Retrieval)
- dim 256: Cosine Precision@5 = 0.07286821705426358 (Information Retrieval)
- dim 256: Cosine Precision@10 = 0.041085271317829464 (Information Retrieval)
- dim 128: Cosine Accuracy@1 = 0.2054263565891473 (Information Retrieval)
- dim 128: Cosine Accuracy@3 = 0.28294573643410853 (Information Retrieval)

## Referenced Data

- Paper: 1908.10084
- Paper: 2205.13147
- Paper: 1705.00652

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (296 B)
- README.md (22 KB)
- config.json (681 B)
- config_sentence_transformers.json (201 B)
- model.safetensors (449 MB) LFS
- modules.json (349 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (965 B)
- tokenizer.json (16 MB) LFS
- tokenizer_config.json (1.1 KB)

## 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: pending

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-24T05:33:50.640Z.
- Open license detected as apache-2.0.
- Model-index metadata found for Multilingual base soil embedding model (quantized).
- Not locally hosted, mirrored, signed, or rescanned by Hugging Bay.
- 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-valentinakim-multilingual-base-soil-embedding
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/distribution
- Manifest: not available until files are hosted and release checks pass.
- Request mirror: POST https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/mirror-request
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-valentinakim-multilingual-base-soil-embedding/decentralized-fallbacks
