Sentence Similarity
sentence-transformers
Safetensors
gemma3_text
feature-extraction
dense
Generated from Trainer
dataset_size:2609
loss:MultipleNegativesRankingLoss
Eval Results (legacy)
text-embeddings-inference
Instructions to use TextModel/Embedding-crime-indo with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use TextModel/Embedding-crime-indo with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("TextModel/Embedding-crime-indo") sentences = [ "query: Kalau si koruptor ternyata udah nggak punya harta lagi buat bayar uang pengganti, apa konsekuensinya?", "passage: Hukumnya adalah tindak pidana yang diancam dengan pidana penjara paling lama 4 tahun atau pidana denda paling banyak kategori IV karena menggunakan ancaman kekerasan. (Pasal 302 KUHP)", "passage: Kalau harta bendanya tidak mencukupi, terpidana bisa dipidana penjara yang lamanya tidak melebihi ancaman maksimum pidana pokoknya dan sudah ditentukan langsung di dalam putusan pengadilan.", "passage: Penyitaan dan pelelangan harta bila uang pengganti tidak dibayar." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
| { | |
| "model_type": "SentenceTransformer", | |
| "__version__": { | |
| "sentence_transformers": "5.2.3", | |
| "transformers": "5.0.0", | |
| "pytorch": "2.10.0+cu128" | |
| }, | |
| "prompts": { | |
| "query": "task: search result | query: ", | |
| "document": "title: none | text: ", | |
| "BitextMining": "task: search result | query: ", | |
| "Clustering": "task: clustering | query: ", | |
| "Classification": "task: classification | query: ", | |
| "InstructionRetrieval": "task: code retrieval | query: ", | |
| "MultilabelClassification": "task: classification | query: ", | |
| "PairClassification": "task: sentence similarity | query: ", | |
| "Reranking": "task: search result | query: ", | |
| "Retrieval": "task: search result | query: ", | |
| "Retrieval-query": "task: search result | query: ", | |
| "Retrieval-document": "title: none | text: ", | |
| "STS": "task: sentence similarity | query: ", | |
| "Summarization": "task: summarization | query: " | |
| }, | |
| "default_prompt_name": null, | |
| "similarity_fn_name": "cosine" | |
| } |