# mradermacher/KaLM-embedding-multilingual-mini-instruct-v1.5-GGUF

Model from Hugging Face for feature extraction: mradermacher/KaLM-embedding-multilingual-mini-instruct-v1.5-GGUF · transformers

## Facts

- Type: Embedding
- Task: feature-extraction
- Framework: transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/mradermacher/KaLM-embedding-multilingual-mini-instruct-v1.5-GGUF
- Hosting: hosted (6 files)
- Files: 6 hosted of 19 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 6 listed files; full count and size unknown
- Full repo upstream: 5.4 GB
- Recommended file: 397.8 MB (Q4_K_M) · KaLM-embedding-multilingual-mini-instruct-v1.5.Q4_K_M.gguf
- Download: https://huggingbay.xyz/artifact/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf/download-plan)
- Per-file SHA-256: available for 6 of 6 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-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: 79
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for mradermacher/KaLM-embedding-multilingual-mini-instruct-v1.5-GGUF. Task: feature extraction. Library: transformers. Languages: en. Base model: HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1.5. Popularity signal at import: 199 downloads and 1 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: feature-extraction
- Library: transformers
- Base model: HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1.5
- Task categories: feature-extraction
- Languages: en
- File hints: 14 upstream file samples

## File Hints

- .gitattributes (2.6 KB)
- KaLM-embedding-multilingual-mini-instruct-v1.5.IQ4_XS.gguf (335 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q2_K.gguf (323 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q3_K_L.gguf (352 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q3_K_M.gguf (339 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q3_K_S.gguf (323 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q4_K_M.gguf (379 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q4_K_S.gguf (368 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q5_K_M.gguf (401 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q5_K_S.gguf (394 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q6_K.gguf (482 MB) LFS
- KaLM-embedding-multilingual-mini-instruct-v1.5.Q8_0.gguf (506 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 2026-09-03T20:13:24.529Z.
- 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-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v1-5-gguf/decentralized-fallbacks