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AbeOmor authored Sep 25, 2024
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#### Azure OpenAI:

Utilized for OpenAI embedding model to embed all the cases data.
Using GPT4o to answer the user questions using the retrieved context.
- Utilized for OpenAI embedding model to embed all the cases data.
- Using GPT4o to answer the user questions using the retrieved context.

#### Azure Machine Learning:

Utilized to host the endpoint for the reranker model.
- Utilized to host the endpoint for the reranker model.

### 4. Dataset Used
The dataset used was all the cases in US history.

We ingested all cases from the [Case Law](https://case.law/), almost 7 million cases from courts all over the US.

[Case Data](https://static.case.law/wash/198/cases/0001-01.json): Data about the case. Including Opinions from the judge, Case names, Judges etc.
[Case Metadata](https://static.case.law/wash/198/CasesMetadata.json): Metadata about a case. Including case names, judges, court information, citation information etc.
[Case Data embeddings]: We embedded all the opinions from a case and store. it as a column in the Case Data table.
- [Case Data](https://static.case.law/wash/198/cases/0001-01.json): Data about the case. Including Opinions from the judge, Case names, Judges etc.
- [Case Metadata](https://static.case.law/wash/198/CasesMetadata.json): Metadata about a case. Including case names, judges, court information, citation information etc.
- [Case Data embeddings]: We embedded all the opinions from a case and store. it as a column in the Case Data table.

### 5a. Business Value of Azure OpenAI to Microsoft Customers
**Improved Productivity:** Streamlines the research and preparation process, saving time and resources for professionals.
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- **Stuart v. Coldwell Banker Commercial Group, Inc.** (1987): The court extended the implied warranty of habitability to condominium units, requiring that common areas and limited common areas be maintained in a condition fit for their intended use. The landlord was held liable for failing to address water leaks and other defects.

### Summary
In Washington, landlords are required to maintain rental properties in a safe and habitable condition. Failure to address known defects, such as water leaks from the floor above, can result in liability for damages under the principles of duty of care and implied warranty of habitability. Prominent cases such as Martindale Clothing Co. v. Spokane & Eastern Trust Co., Thomas v. Housing Authority of the City of Bremerton, Jorgensen v. Massart, Foisy v. Wyman, and Stuart v. Coldwell Banker Commercial Group, Inc. illustrate these principles and the legal obligations of landlords."
In Washington, landlords are required to maintain rental properties in a safe and habitable condition. Failure to address known defects, such as water leaks from the floor above, can result in liability for damages under the principles of duty of care and implied warranty of habitability. Prominent cases such as Martindale Clothing Co. v. Spokane & Eastern Trust Co., Thomas v. Housing Authority of the City of Bremerton, Jorgensen v. Massart, Foisy v. Wyman, and Stuart v. Coldwell Banker Commercial Group, Inc. illustrate these principles and the legal obligations of landlords."

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