infinite-dataset-hub/TextClaimsDataset

---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# TextClaimsDataset

tags: classification, insurance, fraud detection

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:** The 'TextClaimsDataset' is a curated collection of insurance claim descriptions where each text snippet is labeled according to its relevance to actual insurance claims. The dataset aims to assist machine learning practitioners in training models to classify texts as either 'Claim' or 'Not a Claim'. This classification can be pivotal for fraud detection systems in the insurance industry, helping to identify potential fraudulent claims from legitimate ones.

**CSV Content Preview:**

```

"Text","Label"

"The policyholder reported a burglary at their home and submitted a claim for the stolen items.","Claim"

"I purchased a new phone and am not satisfied with its performance.","Not a Claim"

"An individual claimed to have been involved in a minor car accident, though there were no witnesses.","Claim"

"The user is asking for assistance with understanding their insurance policy coverage.","Not a Claim"

"A homeowner filed a claim after their property was damaged by a natural disaster.","Claim"

```

**Source of the data:**

The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'Claim or not text classification ':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=Claim+or+not+text+classification+&dataset=TextClaimsDataset&tags=classification,+insurance,+fraud+detection
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub