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scion-minilm-l6-v2
tjohn327/scion-minilm-l6-v2
scion-minilm-l6-v2 is a machine learning model from tjohn327. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for sentence-transformers. The card lists the license as apache-2.0.
This model is fine-tuned from sentence-transformers/all-MiniLM-L6-v2 on a dataset of questions about SCION internet architecture paired with relevant document passages.
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At a glance
- Library
- sentence-transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Feb 25, 2025
- Updated
- Feb 27, 2025
- SHA
- 24f7e6ac
Datasets
Model card
From the Hugging Face model README
SCION Questions Embedding Model
This model is fine-tuned from sentence-transformers/all-MiniLM-L6-v2 on a dataset of questions about SCION internet architecture paired with relevant document passages.
Model description
The model was fine-tuned to optimize for retrieval performance in RAG applications related to SCION internet architecture.
Intended uses & limitations
This model is specifically trained for retrieving relevant passages from a corpus of SCION Internet Architecture related documentation, specifications and research papers.
Training procedure
The model was trained using sentence-transformers with MultipleNegativesRankingLoss on query-document pairs.
Performance
| Metric | Base Model | Fine-tuned | Improvement |
|---|---|---|---|
| ndcg@10 | 0.6009 | 0.7928 | +31.92% |
| mrr | 0.5476 | 0.7475 | +36.52% |
| hits@1 | 0.4395 | 0.6457 | +46.94% |
| hits@3 | 0.6211 | 0.8327 | +34.08% |
| hits@10 | 0.7686 | 0.9323 | +21.30% |
- Library
- sentence-transformers
- Type
- bert
- License
- apache-2.0
- Languages
- en
- Created
- Feb 25, 2025
- Updated
- Feb 27, 2025