Sentence Similarity
sentence-transformers
Safetensors
xlm-roberta
datadreamer
datadreamer-0.46.0
Synthetic
feature-extraction
text-embeddings-inference
Instructions to use fineinstructions/instruction_template_retrieval_embedding with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use fineinstructions/instruction_template_retrieval_embedding with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("fineinstructions/instruction_template_retrieval_embedding") sentences = [ "That is a happy person", "That is a happy dog", "That is a very happy person", "Today is a sunny day" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Add autocitation section
Browse files
README.md
CHANGED
|
@@ -122,4 +122,19 @@ print(json.dumps(retriever.search(document=EXAMPLE_DOC), indent=4))
|
|
| 122 |
```
|
| 123 |
|
| 124 |
---
|
| 125 |
-
This model was trained with a synthetic dataset with [DataDreamer 🤖💤](https://datadreamer.dev). The synthetic dataset card and model card can be found [here](datadreamer.json). The training arguments can be found [here](training_args.json).
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 122 |
```
|
| 123 |
|
| 124 |
---
|
| 125 |
+
This model was trained with a synthetic dataset with [DataDreamer 🤖💤](https://datadreamer.dev). The synthetic dataset card and model card can be found [here](datadreamer.json). The training arguments can be found [here](training_args.json).
|
| 126 |
+
|
| 127 |
+
<!-- Autocitation -->
|
| 128 |
+
|
| 129 |
+
This is a work-in-progress. If you use this project in your research please cite:
|
| 130 |
+
```
|
| 131 |
+
@article{patel2025fineinstructions,
|
| 132 |
+
title = {FineInstructions: A Web-Scale Instructions Dataset},
|
| 133 |
+
author = {Patel, Ajay and Raffel, Colin and Callison-Burch, Chris},
|
| 134 |
+
year = {2025},
|
| 135 |
+
month = aug,
|
| 136 |
+
day = {11},
|
| 137 |
+
note = {Work in progress},
|
| 138 |
+
}
|
| 139 |
+
```
|
| 140 |
+
|