Sentence Similarity
ONNX
Safetensors
sentence-transformers
English
PyLate
modernbert
ColBERT
multi-vector
feature-extraction
Generated from Trainer
dataset_size:100521
loss:CachedContrastive
Eval Results
text-embeddings-inference
Instructions to use lightonai/Reason-ModernColBERT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use lightonai/Reason-ModernColBERT with sentence-transformers:
from pylate import models queries = [ "Which planet is known as the Red Planet?", "What is the largest planet in our solar system?", ] documents = [ ["Mars is the Red Planet.", "Venus is Earth's twin."], ["Jupiter is the largest planet.", "Saturn has rings."], ] model = models.ColBERT(model_name_or_path="lightonai/Reason-ModernColBERT") queries_emb = model.encode(queries, is_query=True) docs_emb = model.encode(documents, is_query=False) - Inference
- Notebooks
- Google Colab
- Kaggle
Add evaluation results for model lightonai/Reason-ModernColBERT revision a1f75a3d01084caf9d4cea3500a498533352f001 (#4)
b0e5f1a Download .eval_results/BrightStackoverflowRetrieval.yaml from lightonai/Reason-ModernColBERT: direct link, hf CLI and curl.
- Browser
- Download file 657 Bytes
-
https://huggingface.co/lightonai/Reason-ModernColBERT/resolve/main/.eval_results/BrightStackoverflowRetrieval.yaml
- Command line
-
hf download hf://lightonai/Reason-ModernColBERT/.eval_results/BrightStackoverflowRetrieval.yaml
-
curl -L -o BrightStackoverflowRetrieval.yaml https://huggingface.co/lightonai/Reason-ModernColBERT/resolve/main/.eval_results/BrightStackoverflowRetrieval.yaml
657 Bytes
| - dataset: | |
| id: mteb/BRIGHT | |
| task_id: BrightStackoverflowRetrieval_default_standard | |
| revision: c26703e6600d97c579ee2985f16cf307db13ed85 | |
| value: 24.255 | |
| date: '2026-03-03' | |
| notes: Obtained using MTEB v2.10.3 | |
| source: | |
| url: https://github.com/embeddings-benchmark/mteb/ | |
| name: Obtained using MTEB v2.10.3 | |
| user: mteb | |
| - dataset: | |
| id: mteb/BRIGHT | |
| task_id: BrightStackoverflowRetrieval | |
| revision: c26703e6600d97c579ee2985f16cf307db13ed85 | |
| value: 24.255 | |
| date: '2026-03-03' | |
| notes: Obtained using MTEB v2.10.3 | |
| source: | |
| url: https://github.com/embeddings-benchmark/mteb/ | |
| name: Obtained using MTEB v2.10.3 | |
| user: mteb | |