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# electra-large

This model is a fine-tuned version of [google/electra-large-discriminator](https://huggingface.co/google/electra-large-discriminator) on the cuad dataset for the question-answering task.

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data
 
Contract Understanding Atticus Dataset (CUAD) is an extractive question-answering dataset on legal contracts proposed by the
Atticus Project, a non-profit organization of legal experts, designed with the help of many experts in the legal field.

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 8
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6.0

### Training results



### Framework versions

- Transformers 4.27.4
- Pytorch 2.0.0+cu117
- Datasets 2.11.0
- Tokenizers 0.13.2
{"language": ["en"], "license": "apache-2.0", "tags": ["generated_from_trainer", "legal"], "datasets": ["cuad"], "widget": [{"text": "Highlight the parts (if any) of this contract related to 'Document Name' that should be reviewed by a lawyer. Details: The name of the contract", "context": "AGREEMENT FOR MARKETING AND BRAND DEVELOPMENT SERVICES \n This AGREEMENT FOR MARKETING AND BRAND DEVELOPMENT SERVICES (\u201cAgreement\u201d), effective as of December 28, 2014 (\u201cEffective Date\u201d), is by and between Aquarius Cannabis Inc, a Nevada C-Corporation, with offices located at 2214 Clarendon Street, Suite 230, Woodland Hills, CA 91367 (\u201cAquarius\u201d), and Sysco Pancho LLC, a Washington limited liability company, with offices located at 6262 cambell rd peshastin wa 98847 (\u201cClient\u201d). 1.Marketing and Brand Development Services. Aquarius will perform services for Client in connection with the planning, provision, creation and/or placing of branding, research, advertising, marketing, consulting, creative and/or digital services for Client, during the Term, as provided in the attached (Attachment A) Statement of Work (\u201cSOW\u201d), incorporated herein by reference (such services are collectively referred to as \u201cServices\u201d). During the term of this agreement, Client may wish to assign additional projects, products, or services to Aquarius beyond the Services outlined in the SOW (\u201cOut-of-Scope Assignments\u201d). Aquarius agrees to accept such Out-of-Scope Assignments only upon a separate written agreement with Client regarding additional compensation to be paid to Aquarius and other relevant terms and conditions. Nothing in this Agreement will be deemed to require Aquarius to undertake any act or perform any services which in its good faith judgment would be misleading, false, libelous, unlawful, in breach of a contract, or otherwise prejudicial to Client\u2019s or Aquarius\u2019s interests. 2.Subcontractors. Client acknowledges that Aquarius may, in the rendition of the Services hereunder, engage third party suppliers and other vendors and subcontractors (\u201cSubcontractors\u201d) from time to time to provide certain services. Aquarius shall supervise such services and endeavor to guard against any loss to Client as the result of the failure of Subcontractors to properly execute their commitments, but Aquarius shall not be responsible for their failure, acts or omissions, except where such failure, acts or omissions are due to Aquarius\u2019s negligence or willful misconduct. If Client enters into arrangements with third party vendors, subcontractors or suppliers regarding the provision of materials or services (\u201cPreferred Suppliers\u201d) and requests that Aquarius utilize such Preferred Suppliers in the discharge of Aquarius\u2019s obligations hereunder, Client remains solely responsible for such Preferred Suppliers. 3.Client Approval of Materials. Aquarius shall submit to Client for its approval all elements of any materials to be produced or placed hereunder, including, but not limited to, all copy, layouts, slogans, websites artworks, graphic materials, and photography (collectively, \u201cMaterials\u201d). Submission for prior approval of Materials will not be required to the extent that they are preliminary only. 4.Services to Client\u2019s Designees. Should Client request Aquarius to make purchases for or render services to any parent, subsidiary, or affiliate of Client (\u201cClient Affiliate\u201d), Client and such Client Affiliate shall be jointly and severally liable to Aquarius even though Aquarius may render invoices to, or in the name of, such Client Affiliate."}, {"text": "Highlight the parts (if any) of this contract related to 'Agreement Date' that should be reviewed by a lawyer. Details: The date of the contract", "context": "AGREEMENT FOR MARKETING AND BRAND DEVELOPMENT SERVICES \n This AGREEMENT FOR MARKETING AND BRAND DEVELOPMENT SERVICES (\u201cAgreement\u201d), effective as of December 28, 2014 (\u201cEffective Date\u201d), is by and between Aquarius Cannabis Inc, a Nevada C-Corporation, with offices located at 2214 Clarendon Street, Suite 230, Woodland Hills, CA 91367 (\u201cAquarius\u201d), and Sysco Pancho LLC, a Washington limited liability company, with offices located at 6262 cambell rd peshastin wa 98847 (\u201cClient\u201d). 1.Marketing and Brand Development Services. Aquarius will perform services for Client in connection with the planning, provision, creation and/or placing of branding, research, advertising, marketing, consulting, creative and/or digital services for Client, during the Term, as provided in the attached (Attachment A) Statement of Work (\u201cSOW\u201d), incorporated herein by reference (such services are collectively referred to as \u201cServices\u201d). During the term of this agreement, Client may wish to assign additional projects, products, or services to Aquarius beyond the Services outlined in the SOW (\u201cOut-of-Scope Assignments\u201d). Aquarius agrees to accept such Out-of-Scope Assignments only upon a separate written agreement with Client regarding additional compensation to be paid to Aquarius and other relevant terms and conditions. Nothing in this Agreement will be deemed to require Aquarius to undertake any act or perform any services which in its good faith judgment would be misleading, false, libelous, unlawful, in breach of a contract, or otherwise prejudicial to Client\u2019s or Aquarius\u2019s interests. 2.Subcontractors. Client acknowledges that Aquarius may, in the rendition of the Services hereunder, engage third party suppliers and other vendors and subcontractors (\u201cSubcontractors\u201d) from time to time to provide certain services. Aquarius shall supervise such services and endeavor to guard against any loss to Client as the result of the failure of Subcontractors to properly execute their commitments, but Aquarius shall not be responsible for their failure, acts or omissions, except where such failure, acts or omissions are due to Aquarius\u2019s negligence or willful misconduct. If Client enters into arrangements with third party vendors, subcontractors or suppliers regarding the provision of materials or services (\u201cPreferred Suppliers\u201d) and requests that Aquarius utilize such Preferred Suppliers in the discharge of Aquarius\u2019s obligations hereunder, Client remains solely responsible for such Preferred Suppliers. 3.Client Approval of Materials. Aquarius shall submit to Client for its approval all elements of any materials to be produced or placed hereunder, including, but not limited to, all copy, layouts, slogans, websites artworks, graphic materials, and photography (collectively, \u201cMaterials\u201d). Submission for prior approval of Materials will not be required to the extent that they are preliminary only. 4.Services to Client\u2019s Designees. Should Client request Aquarius to make purchases for or render services to any parent, subsidiary, or affiliate of Client (\u201cClient Affiliate\u201d), Client and such Client Affiliate shall be jointly and severally liable to Aquarius even though Aquarius may render invoices to, or in the name of, such Client Affiliate."}, {"text": "Highlight the parts (if any) of this contract related to 'Parties' that should be reviewed by a lawyer. Details: The two or more parties who signed the contract", "context": "AGREEMENT FOR MARKETING AND BRAND DEVELOPMENT SERVICES \n This AGREEMENT FOR MARKETING AND BRAND DEVELOPMENT SERVICES (\u201cAgreement\u201d), effective as of December 28, 2014 (\u201cEffective Date\u201d), is by and between Aquarius Cannabis Inc, a Nevada C-Corporation, with offices located at 2214 Clarendon Street, Suite 230, Woodland Hills, CA 91367 (\u201cAquarius\u201d), and Sysco Pancho LLC, a Washington limited liability company, with offices located at 6262 cambell rd peshastin wa 98847 (\u201cClient\u201d). 1.Marketing and Brand Development Services. Aquarius will perform services for Client in connection with the planning, provision, creation and/or placing of branding, research, advertising, marketing, consulting, creative and/or digital services for Client, during the Term, as provided in the attached (Attachment A) Statement of Work (\u201cSOW\u201d), incorporated herein by reference (such services are collectively referred to as \u201cServices\u201d). During the term of this agreement, Client may wish to assign additional projects, products, or services to Aquarius beyond the Services outlined in the SOW (\u201cOut-of-Scope Assignments\u201d). Aquarius agrees to accept such Out-of-Scope Assignments only upon a separate written agreement with Client regarding additional compensation to be paid to Aquarius and other relevant terms and conditions. Nothing in this Agreement will be deemed to require Aquarius to undertake any act or perform any services which in its good faith judgment would be misleading, false, libelous, unlawful, in breach of a contract, or otherwise prejudicial to Client\u2019s or Aquarius\u2019s interests. 2.Subcontractors. Client acknowledges that Aquarius may, in the rendition of the Services hereunder, engage third party suppliers and other vendors and subcontractors (\u201cSubcontractors\u201d) from time to time to provide certain services. Aquarius shall supervise such services and endeavor to guard against any loss to Client as the result of the failure of Subcontractors to properly execute their commitments, but Aquarius shall not be responsible for their failure, acts or omissions, except where such failure, acts or omissions are due to Aquarius\u2019s negligence or willful misconduct. If Client enters into arrangements with third party vendors, subcontractors or suppliers regarding the provision of materials or services (\u201cPreferred Suppliers\u201d) and requests that Aquarius utilize such Preferred Suppliers in the discharge of Aquarius\u2019s obligations hereunder, Client remains solely responsible for such Preferred Suppliers. 3.Client Approval of Materials. Aquarius shall submit to Client for its approval all elements of any materials to be produced or placed hereunder, including, but not limited to, all copy, layouts, slogans, websites artworks, graphic materials, and photography (collectively, \u201cMaterials\u201d). Submission for prior approval of Materials will not be required to the extent that they are preliminary only. 4.Services to Client\u2019s Designees. Should Client request Aquarius to make purchases for or render services to any parent, subsidiary, or affiliate of Client (\u201cClient Affiliate\u201d), Client and such Client Affiliate shall be jointly and severally liable to Aquarius even though Aquarius may render invoices to, or in the name of, such Client Affiliate."}], "model-index": [{"name": "electra-large", "results": []}]}
transformers pytorch electra question-answering generated_from_trainer legal en dataset:cuad license:apache-2.0 endpoints_compatible region:us
TAGS
#transformers #pytorch #electra #question-answering #generated_from_trainer #legal #en #dataset-cuad #license-apache-2.0 #endpoints_compatible #region-us 




# electra-large

This model is a fine-tuned version of google/electra-large-discriminator on the cuad dataset for the question-answering task.

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data
 
Contract Understanding Atticus Dataset (CUAD) is an extractive question-answering dataset on legal contracts proposed by the
Atticus Project, a non-profit organization of legal experts, designed with the help of many experts in the legal field.

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 8
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6.0

### Training results



### Framework versions

- Transformers 4.27.4
- Pytorch 2.0.0+cu117
- Datasets 2.11.0
- Tokenizers 0.13.2
# electra-large

This model is a fine-tuned version of google/electra-large-discriminator on the cuad dataset for the question-answering task. ## Model description

More information needed ## Intended uses & limitations

More information needed ## Training and evaluation data
 
Contract Understanding Atticus Dataset (CUAD) is an extractive question-answering dataset on legal contracts proposed by the
Atticus Project, a non-profit organization of legal experts, designed with the help of many experts in the legal field. ## Training procedure ### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 8
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6.0 ### Training results ### Framework versions

- Transformers 4.27.4
- Pytorch 2.0.0+cu117
- Datasets 2.11.0
- Tokenizers 0.13.2
TAGS
#transformers #pytorch #electra #question-answering #generated_from_trainer #legal #en #dataset-cuad #license-apache-2.0 #endpoints_compatible #region-us 
 # electra-large

This model is a fine-tuned version of google/electra-large-discriminator on the cuad dataset for the question-answering task. ## Model description

More information needed ## Intended uses & limitations

More information needed ## Training and evaluation data
 
Contract Understanding Atticus Dataset (CUAD) is an extractive question-answering dataset on legal contracts proposed by the
Atticus Project, a non-profit organization of legal experts, designed with the help of many experts in the legal field. ## Training procedure ### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 8
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 6.0 ### Training results ### Framework versions

- Transformers 4.27.4
- Pytorch 2.0.0+cu117
- Datasets 2.11.0
- Tokenizers 0.13.2