cstr / multilingual-e5-small-GGUF

huggingface.co
Total runs: 1.7K
24-hour runs: 25
7-day runs: 197
30-day runs: 253
Model's Last Updated: August 04 2026
feature-extraction

Introduction of multilingual-e5-small-GGUF

Model Details of multilingual-e5-small-GGUF

multilingual-e5-small GGUF

GGUF format of intfloat/multilingual-e5-small for use with CrispEmbed .

Multilingual E5 Small. 100+ languages, 384-dimensional mean-pooled embeddings.

Files
Quick Start
# Download
huggingface-cli download cstr/multilingual-e5-small-GGUF multilingual-e5-small-q4_k.gguf --local-dir .

# Run with CrispEmbed
./crispembed -m multilingual-e5-small-q4_k.gguf "Hello world"

# Or with auto-download
./crispembed -m multilingual-e5-small "Hello world"
Model Details
Property Value
Architecture XLM-R
Parameters 118M
Embedding Dimension 384
Layers 12
Pooling mean
Tokenizer SentencePiece
Base Model intfloat/multilingual-e5-small
Verification

Verified bit-identical to HuggingFace sentence-transformers (cosine similarity >= 0.999 on test texts).

Usage with CrispEmbed

CrispEmbed is a lightweight C/C++ text embedding inference engine using ggml. No Python runtime, no ONNX. Supports BERT, XLM-R, Qwen3, and Gemma3 architectures.

# Build CrispEmbed
git clone https://github.com/CrispStrobe/CrispEmbed
cd CrispEmbed
cmake -S . -B build && cmake --build build -j

# Encode
./build/crispembed -m multilingual-e5-small-q4_k.gguf "query text"

# Server mode
./build/crispembed-server -m multilingual-e5-small-q4_k.gguf --port 8080
curl -X POST http://localhost:8080/v1/embeddings \
    -d '{"input": ["Hello world"], "model": "multilingual-e5-small"}'
Credits

Runs of cstr multilingual-e5-small-GGUF on huggingface.co

1.7K
Total runs
25
24-hour runs
48
3-day runs
197
7-day runs
253
30-day runs

More Information About multilingual-e5-small-GGUF huggingface.co Model

More multilingual-e5-small-GGUF license Visit here:

https://choosealicense.com/licenses/mit

multilingual-e5-small-GGUF huggingface.co

multilingual-e5-small-GGUF huggingface.co is an AI model on huggingface.co that provides multilingual-e5-small-GGUF's model effect (), which can be used instantly with this cstr multilingual-e5-small-GGUF model. huggingface.co supports a free trial of the multilingual-e5-small-GGUF model, and also provides paid use of the multilingual-e5-small-GGUF. Support call multilingual-e5-small-GGUF model through api, including Node.js, Python, http.

multilingual-e5-small-GGUF huggingface.co Url

https://huggingface.co/cstr/multilingual-e5-small-GGUF

cstr multilingual-e5-small-GGUF online free

multilingual-e5-small-GGUF huggingface.co is an online trial and call api platform, which integrates multilingual-e5-small-GGUF's modeling effects, including api services, and provides a free online trial of multilingual-e5-small-GGUF, you can try multilingual-e5-small-GGUF online for free by clicking the link below.

cstr multilingual-e5-small-GGUF online free url in huggingface.co:

https://huggingface.co/cstr/multilingual-e5-small-GGUF

multilingual-e5-small-GGUF install

multilingual-e5-small-GGUF is an open source model from GitHub that offers a free installation service, and any user can find multilingual-e5-small-GGUF on GitHub to install. At the same time, huggingface.co provides the effect of multilingual-e5-small-GGUF install, users can directly use multilingual-e5-small-GGUF installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

multilingual-e5-small-GGUF install url in huggingface.co:

https://huggingface.co/cstr/multilingual-e5-small-GGUF

Url of multilingual-e5-small-GGUF

multilingual-e5-small-GGUF huggingface.co Url

Provider of multilingual-e5-small-GGUF huggingface.co

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