# maiduchuy321/vietnamese-bi-encoder-fine-tuning-for-law-chatbot

Model from Hugging Face for sentence similarity: maiduchuy321/vietnamese-bi-encoder-fine-tuning-for-law-chatbot · 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/maiduchuy321/vietnamese-bi-encoder-fine-tuning-for-law-chatbot
- Hosting: hosted (9 files)
- Files: 9 hosted of 13 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: 9 files, 540.9 MB
- Full repo upstream: 542.1 MB
- Recommended file: 540 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot/download-plan)
- Per-file SHA-256: available for 9 of 9 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot/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: 105
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for maiduchuy321/vietnamese-bi-encoder-fine-tuning-for-law-chatbot. Task: sentence similarity. Library: sentence transformers. Languages: vn. Base model: bkai-foundation-models/vietnamese-bi-encoder. Includes 12 model-card evaluation signals. Popularity signal at import: 105 downloads and 1 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: bkai-foundation-models/vietnamese-bi-encoder
- Task categories: sentence-similarity
- Languages: vn
- 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: vietnamese-bi-encoder-fine-tuning-for-law-chatbot
- Evaluation signals: 12 model-card eval results
- File hints: 13 upstream file samples

## Evaluation Signals

- dim 768: Cosine Accuracy@1 = 0.5192012288786483 (Information Retrieval)
- dim 768: Cosine Accuracy@3 = 0.7035330261136713 (Information Retrieval)
- dim 768: Cosine Accuracy@5 = 0.7703533026113671 (Information Retrieval)
- dim 768: Cosine Accuracy@10 = 0.8433179723502304 (Information Retrieval)
- dim 768: Cosine Precision@1 = 0.5192012288786483 (Information Retrieval)
- dim 768: Cosine Precision@3 = 0.23451100870455707 (Information Retrieval)
- dim 768: Cosine Precision@5 = 0.15407066052227342 (Information Retrieval)
- dim 768: Cosine Precision@10 = 0.08433179723502303 (Information Retrieval)
- dim 512: Cosine Accuracy@1 = 0.5099846390168971 (Information Retrieval)
- dim 512: Cosine Accuracy@3 = 0.705837173579109 (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 (52 KB)
- added_tokens.json (22 B)
- bpe.codes (1.1 MB)
- config.json (739 B)
- config_sentence_transformers.json (195 B)
- model.safetensors (515 MB) LFS
- modules.json (229 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (965 B)
- 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: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-23T23:40:20.796Z.
- Open license detected as apache-2.0.
- Model-index metadata found for vietnamese-bi-encoder-fine-tuning-for-law-chatbot.
- 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-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-maiduchuy321-vietnamese-bi-encoder-fine-tuning-for-law-chatbot/decentralized-fallbacks