Sentence Similarity
sentence-transformers
ONNX
Safetensors
Transformers.js
modernbert
feature-extraction
embeddings
retrieval
bge-m3
distillation
mmbert
text-embeddings-inference
Instructions to use Horizon-Labs/multilingual-embedding-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use Horizon-Labs/multilingual-embedding-base with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Horizon-Labs/multilingual-embedding-base") sentences = [ "How tall is the Eiffel Tower?", "La tour Eiffel mesure 330 mètres.", "Der Eiffelturm ist das höchste Bauwerk von Paris.", "The Statue of Liberty is 93 metres tall.", "Ich esse gern Pizza." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [5, 5] - Transformers.js
How to use Horizon-Labs/multilingual-embedding-base with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('sentence-similarity', 'Horizon-Labs/multilingual-embedding-base'); - Notebooks
- Google Colab
- Kaggle
Download eval/this_model.json from Horizon-Labs/multilingual-embedding-base: direct link, hf CLI and curl.
- Browser
- Download file 5.85 kB
-
https://huggingface.co/Horizon-Labs/multilingual-embedding-base/resolve/main/eval/this_model.json
- Command line
-
hf download hf://Horizon-Labs/multilingual-embedding-base/eval/this_model.json
-
curl -L -o this_model.json https://huggingface.co/Horizon-Labs/multilingual-embedding-base/resolve/main/eval/this_model.json
5.85 kB
| { | |
| "ours:/fast/awuhrmann/agent-outputs/run-20260923-130458/9ab0016a-b6ee-4764-994d-5154baf33dc7/model": { | |
| "askubuntu": { | |
| "n": 361, | |
| "ndcg10": 0.6454024803892467 | |
| }, | |
| "esci_es": { | |
| "n": 150, | |
| "ndcg10": 0.8421130165954218 | |
| }, | |
| "esci_jp": { | |
| "n": 150, | |
| "ndcg10": 0.8485930209752721 | |
| }, | |
| "esci_us": { | |
| "n": 150, | |
| "ndcg10": 0.880127369013804 | |
| }, | |
| "miracl_ar": { | |
| "n": 60, | |
| "ndcg10": 0.8217118082576983 | |
| }, | |
| "miracl_bn": { | |
| "n": 60, | |
| "ndcg10": 0.799904189410707 | |
| }, | |
| "miracl_de": { | |
| "n": 60, | |
| "ndcg10": 0.6870982746080678 | |
| }, | |
| "miracl_en": { | |
| "n": 60, | |
| "ndcg10": 0.6669980874794317 | |
| }, | |
| "miracl_es": { | |
| "n": 60, | |
| "ndcg10": 0.7529764511365112 | |
| }, | |
| "miracl_fa": { | |
| "n": 60, | |
| "ndcg10": 0.7224917329012956 | |
| }, | |
| "miracl_fi": { | |
| "n": 60, | |
| "ndcg10": 0.8109735726187206 | |
| }, | |
| "miracl_fr": { | |
| "n": 60, | |
| "ndcg10": 0.7028965920193273 | |
| }, | |
| "miracl_hi": { | |
| "n": 60, | |
| "ndcg10": 0.6579653261024776 | |
| }, | |
| "miracl_id": { | |
| "n": 60, | |
| "ndcg10": 0.6438096608032022 | |
| }, | |
| "miracl_ja": { | |
| "n": 60, | |
| "ndcg10": 0.7225855446687406 | |
| }, | |
| "miracl_ko": { | |
| "n": 60, | |
| "ndcg10": 0.7598925416390455 | |
| }, | |
| "miracl_ru": { | |
| "n": 60, | |
| "ndcg10": 0.7720009403332085 | |
| }, | |
| "miracl_sw": { | |
| "n": 60, | |
| "ndcg10": 0.7914829344017279 | |
| }, | |
| "miracl_te": { | |
| "n": 60, | |
| "ndcg10": 0.8415466359969032 | |
| }, | |
| "miracl_th": { | |
| "n": 60, | |
| "ndcg10": 0.7793873296707757 | |
| }, | |
| "miracl_yo": { | |
| "n": 60, | |
| "ndcg10": 0.8945753374362755 | |
| }, | |
| "miracl_zh": { | |
| "n": 60, | |
| "ndcg10": 0.7285885887686003 | |
| }, | |
| "mmarco": { | |
| "n": 150, | |
| "ndcg10": 0.6673208259725423 | |
| }, | |
| "rubq": { | |
| "n": 150, | |
| "ndcg10": 0.8145785161115712 | |
| }, | |
| "t2": { | |
| "n": 150, | |
| "ndcg10": 0.7389363486924803 | |
| }, | |
| "wiki_bg": { | |
| "n": 60, | |
| "ndcg10": 0.9488921928506111 | |
| }, | |
| "wiki_bn": { | |
| "n": 60, | |
| "ndcg10": 0.9464263086904791 | |
| }, | |
| "wiki_cs": { | |
| "n": 60, | |
| "ndcg10": 0.9553910969797961 | |
| }, | |
| "wiki_da": { | |
| "n": 60, | |
| "ndcg10": 0.9725185982356556 | |
| }, | |
| "wiki_de": { | |
| "n": 60, | |
| "ndcg10": 0.9401761970253395 | |
| }, | |
| "wiki_en": { | |
| "n": 60, | |
| "ndcg10": 0.9430887554321781 | |
| }, | |
| "wiki_fa": { | |
| "n": 60, | |
| "ndcg10": 0.8937818799460686 | |
| }, | |
| "wiki_fi": { | |
| "n": 60, | |
| "ndcg10": 0.9587286502380972 | |
| }, | |
| "wiki_hi": { | |
| "n": 60, | |
| "ndcg10": 0.8568689804067117 | |
| }, | |
| "wiki_it": { | |
| "n": 60, | |
| "ndcg10": 0.9396795226984166 | |
| }, | |
| "wiki_nl": { | |
| "n": 60, | |
| "ndcg10": 0.9516840566369079 | |
| }, | |
| "wiki_no": { | |
| "n": 60, | |
| "ndcg10": 0.8828827306447898 | |
| }, | |
| "wiki_pt": { | |
| "n": 60, | |
| "ndcg10": 0.9383893513705791 | |
| }, | |
| "wiki_ro": { | |
| "n": 60, | |
| "ndcg10": 0.9399618127033308 | |
| }, | |
| "wiki_sr": { | |
| "n": 60, | |
| "ndcg10": 0.9659065928726538 | |
| }, | |
| "wiki_sv": { | |
| "n": 60, | |
| "ndcg10": 0.9096481897801829 | |
| }, | |
| "_miracl": 0.7531603082362621, | |
| "_wiki": 0.9340015572819873, | |
| "_other": 0.7767245111071912, | |
| "_all": 0.8212954588751469, | |
| "_docs_per_s": 871.5669460239191 | |
| }, | |
| "asym:/fast/awuhrmann/agent-outputs/run-20260923-130458/9ab0016a-b6ee-4764-994d-5154baf33dc7/model": { | |
| "askubuntu": { | |
| "n": 361, | |
| "ndcg10": 0.6440774120514842 | |
| }, | |
| "esci_es": { | |
| "n": 150, | |
| "ndcg10": 0.8385399733212493 | |
| }, | |
| "esci_jp": { | |
| "n": 150, | |
| "ndcg10": 0.8562850126133227 | |
| }, | |
| "esci_us": { | |
| "n": 150, | |
| "ndcg10": 0.8862480984456198 | |
| }, | |
| "miracl_ar": { | |
| "n": 60, | |
| "ndcg10": 0.7954835090989633 | |
| }, | |
| "miracl_bn": { | |
| "n": 60, | |
| "ndcg10": 0.7815916462095401 | |
| }, | |
| "miracl_de": { | |
| "n": 60, | |
| "ndcg10": 0.7076742754712886 | |
| }, | |
| "miracl_en": { | |
| "n": 60, | |
| "ndcg10": 0.6700312003323375 | |
| }, | |
| "miracl_es": { | |
| "n": 60, | |
| "ndcg10": 0.7095367439753345 | |
| }, | |
| "miracl_fa": { | |
| "n": 60, | |
| "ndcg10": 0.6867360199962332 | |
| }, | |
| "miracl_fi": { | |
| "n": 60, | |
| "ndcg10": 0.8020650186446121 | |
| }, | |
| "miracl_fr": { | |
| "n": 60, | |
| "ndcg10": 0.6765686304868476 | |
| }, | |
| "miracl_hi": { | |
| "n": 60, | |
| "ndcg10": 0.6453188140969595 | |
| }, | |
| "miracl_id": { | |
| "n": 60, | |
| "ndcg10": 0.6360307891031997 | |
| }, | |
| "miracl_ja": { | |
| "n": 60, | |
| "ndcg10": 0.7344066663358962 | |
| }, | |
| "miracl_ko": { | |
| "n": 60, | |
| "ndcg10": 0.7342229813172885 | |
| }, | |
| "miracl_ru": { | |
| "n": 60, | |
| "ndcg10": 0.8072169697526407 | |
| }, | |
| "miracl_sw": { | |
| "n": 60, | |
| "ndcg10": 0.8259876439612289 | |
| }, | |
| "miracl_te": { | |
| "n": 60, | |
| "ndcg10": 0.8189061813409654 | |
| }, | |
| "miracl_th": { | |
| "n": 60, | |
| "ndcg10": 0.7803309379115535 | |
| }, | |
| "miracl_yo": { | |
| "n": 60, | |
| "ndcg10": 0.8552227103388154 | |
| }, | |
| "miracl_zh": { | |
| "n": 60, | |
| "ndcg10": 0.6921012777903786 | |
| }, | |
| "mmarco": { | |
| "n": 150, | |
| "ndcg10": 0.6369943090342021 | |
| }, | |
| "rubq": { | |
| "n": 150, | |
| "ndcg10": 0.8374024209496113 | |
| }, | |
| "t2": { | |
| "n": 150, | |
| "ndcg10": 0.7203977984132124 | |
| }, | |
| "wiki_bg": { | |
| "n": 60, | |
| "ndcg10": 0.957835227410717 | |
| }, | |
| "wiki_bn": { | |
| "n": 60, | |
| "ndcg10": 0.9295452577018037 | |
| }, | |
| "wiki_cs": { | |
| "n": 60, | |
| "ndcg10": 0.9676934385274142 | |
| }, | |
| "wiki_da": { | |
| "n": 60, | |
| "ndcg10": 0.945602223141698 | |
| }, | |
| "wiki_de": { | |
| "n": 60, | |
| "ndcg10": 0.9527749145863909 | |
| }, | |
| "wiki_en": { | |
| "n": 60, | |
| "ndcg10": 0.9587286502380972 | |
| }, | |
| "wiki_fa": { | |
| "n": 60, | |
| "ndcg10": 0.8920367429441932 | |
| }, | |
| "wiki_fi": { | |
| "n": 60, | |
| "ndcg10": 0.9613278834315966 | |
| }, | |
| "wiki_hi": { | |
| "n": 60, | |
| "ndcg10": 0.8604873920742336 | |
| }, | |
| "wiki_it": { | |
| "n": 60, | |
| "ndcg10": 0.9391197472178933 | |
| }, | |
| "wiki_nl": { | |
| "n": 60, | |
| "ndcg10": 0.9428743711101694 | |
| }, | |
| "wiki_no": { | |
| "n": 60, | |
| "ndcg10": 0.8924789738900906 | |
| }, | |
| "wiki_pt": { | |
| "n": 60, | |
| "ndcg10": 0.9261228495606912 | |
| }, | |
| "wiki_ro": { | |
| "n": 60, | |
| "ndcg10": 0.933600031400068 | |
| }, | |
| "wiki_sr": { | |
| "n": 60, | |
| "ndcg10": 0.9615422677536052 | |
| }, | |
| "wiki_sv": { | |
| "n": 60, | |
| "ndcg10": 0.9181101419515455 | |
| }, | |
| "_miracl": 0.7421906675646712, | |
| "_wiki": 0.933742507058763, | |
| "_other": 0.7742778606898144, | |
| "_all": 0.8167370117710829, | |
| "_docs_per_s": 789.6014879056063 | |
| } | |
| } |