đ SetFit with sentence-transformers/all-MiniLM-L6-v2
This model is a SetFit-based solution that leverages the sentence-transformers/all-MiniLM-L6-v2 model. It's designed for text classification tasks, offering high accuracy with efficient few-shot learning.
đ Quick Start
This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/all-MiniLM-L6-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
- Fine-tuning a Sentence Transformer with contrastive learning.
- Training a classification head with features from the fine-tuned Sentence Transformer.
đ Documentation
Model Details
Model Information
Model Sources
Model Labels
| Label |
Examples |
| governing laws |
- 'The validity, interpretation, construction and performance of this Agreement will be governed by and construed in accordance with the substantive laws of the State of Delaware, without giving effect to the principles of conflict of laws of such State.'
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| counterparts |
- 'This Agreement may be executed in one or more counterparts, each of which will be deemed to be an original but all of which together will constitute one and the same agreement.'
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| notices |
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- 'The provisions of Section 6.01 of the Collateral Agreement shall apply mutatis mutandis in respect of any certificate, notice, demand or other communication given or made under this Deed.'
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| entire agreements |
- 'Unless specifically provided herein, this Agreement contains all the understandings and representations between the Executive and the Company pertaining to the Termination of Employment and supersedes all prior and contemporaneous understandings, agreements, representations and warranties, both written and oral, with respect to such subject matter.'
- 'This Agreement contains the entire agreement between the parties with respect to the subject matter hereof and supersedes all prior or contemporaneous negotiations, correspondence, understandings and agreements between the parties with respect thereto. This Agreement may be amended only by an agreement in writing signed by both parties hereto.'
- 'This Note constitutes the full and entire agreement of the Borrower and the Holder with respect to the subject matter hereof.'
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| severability |
- 'The invalidity or unenforceability in particular circumstances of any provision of this Note shall not extend beyond such provision or such circumstances and no other provision of this instrument shall be affected thereby.'
- 'Wherever possible, each provision of this Agreement shall be interpreted in such manner as to be effective and valid under applicable law, but if any provision of this Agreement shall be prohibited by or inva
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đ§ Technical Details
The model achieved an accuracy of 0.9425 on the test split of an unknown dataset.
| task |
dataset |
metrics |
type: text-classification
name: Text Classification |
name: Unknown
type: unknown
split: test |
type: accuracy
value: 0.9425
name: Accuracy |
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Transformers