# BidirLM/BidirLM-1B-Embedding

Model from Hugging Face for sentence similarity: BidirLM/BidirLM-1B-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/BidirLM/BidirLM-1B-Embedding
- Hosting: hosted (9 files)
- Files: 9 hosted of 17 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, 2.03 GB
- Full repo upstream: 2.04 GB
- Recommended file: 2 GB · model.safetensors
- Parameters: 1B
- Download: https://huggingbay.xyz/artifact/hf-model-bidirlm-bidirlm-1b-embedding/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-bidirlm-bidirlm-1b-embedding/download-plan)
- Per-file SHA-256: available for 9 of 9 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-bidirlm-bidirlm-1b-embedding/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: 532
- Stars: 5
- Card completeness: 96%

## Description

External Hugging Face catalog record for BidirLM/BidirLM-1B-Embedding. Task: sentence similarity. Library: sentence transformers. Languages: multilingual, af, am, ar, az, be, bg, bn. Base model: BidirLM/BidirLM-1B-Base. Popularity signal at import: 2,201 downloads and 5 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: BidirLM/BidirLM-1B-Base
- Task categories: sentence-similarity
- Languages: multilingual, af, am, ar, az, be, bg, bn
- Paper ids: 2604.02045
- File hints: 16 upstream file samples

## Referenced Data

- Paper: 2604.02045

## File Hints

- .gitattributes (1.6 KB)
- 1_Pooling/config.json (313 B)
- README.md (7.6 KB)
- added_tokens.json (57 B)
- config.json (1.9 KB)
- config_sentence_transformers.json (277 B)
- configuration_bidirlm.py (18 KB)
- final_results.png (720 KB) LFS
- model.safetensors (1.9 GB) LFS
- modeling_bidirlm.py (46 KB)
- modules.json (229 B)
- mteb_v2_eval_prompts.json (23 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 2026-09-22T10:55:46.242Z.
- Open license detected as apache-2.0.
- 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-bidirlm-bidirlm-1b-embedding
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-bidirlm-bidirlm-1b-embedding/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-bidirlm-bidirlm-1b-embedding/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-bidirlm-bidirlm-1b-embedding/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-bidirlm-bidirlm-1b-embedding
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-bidirlm-bidirlm-1b-embedding/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-bidirlm-bidirlm-1b-embedding&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-bidirlm-bidirlm-1b-embedding/decentralized-fallbacks