# ai-babai/giga-embeddings-0826-3b-gguf

Model from Hugging Face for sentence similarity: ai-babai/giga-embeddings-0826-3b-gguf · gguf

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: gguf
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/ai-babai/giga-embeddings-0826-3b-gguf
- Hosting: hosted (1 file)
- Files: 1 hosted of 11 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: 1 file, 1.96 GB
- Full repo upstream: 14.2 GB
- Recommended file: 1.96 GB (Q4_K_M) · giga-embeddings-0826-3b-q4_k_m.gguf
- Parameters: 3B
- Download: https://huggingbay.xyz/artifact/hf-model-ai-babai-giga-embeddings-0826-3b-gguf/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ai-babai-giga-embeddings-0826-3b-gguf/download-plan)
- Per-file SHA-256: available for 1 of 1 hosted file via https://huggingbay.xyz/api/artifacts/hf-model-ai-babai-giga-embeddings-0826-3b-gguf/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: 1110
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for ai-babai/giga-embeddings-0826-3b-gguf. Task: sentence similarity. Library: gguf. Languages: ru, en. Base model: ai-sage/Giga-Embeddings-instruct-3B-0826. Popularity signal at import: 1,110 downloads and 2 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: sentence-similarity
- Library: gguf
- Base model: ai-sage/Giga-Embeddings-instruct-3B-0826
- Task categories: sentence-similarity
- Languages: ru, en
- Paper ids: 2608.23806
- File hints: 11 upstream file samples

## Referenced Data

- Paper: 2608.23806

## File Hints

- .gitattributes (1.8 KB)
- README.md (13 KB)
- README.ru.md (15 KB)
- SHA256SUMS (402 B)
- assets/giga-embeddings-0826-gguf-choice.png (397 KB) LFS
- assets/giga-embeddings-0826-gguf-choice.svg (7.7 KB)
- giga-embeddings-0826-3b-bf16.gguf (5.9 GB) LFS
- giga-embeddings-0826-3b-q4_k_m.gguf (1.8 GB) LFS
- giga-embeddings-0826-3b-q6_k.gguf (2.4 GB) LFS
- giga-embeddings-0826-3b-q8_0.gguf (3.1 GB) LFS
- manifest.json (3.5 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 2026-09-22T17:36:35.089Z.
- Open license detected as mit.
- 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-ai-babai-giga-embeddings-0826-3b-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ai-babai-giga-embeddings-0826-3b-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-ai-babai-giga-embeddings-0826-3b-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ai-babai-giga-embeddings-0826-3b-gguf/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ai-babai-giga-embeddings-0826-3b-gguf
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ai-babai-giga-embeddings-0826-3b-gguf/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ai-babai-giga-embeddings-0826-3b-gguf&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-ai-babai-giga-embeddings-0826-3b-gguf/decentralized-fallbacks