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The detection of fraudulent Vehicle Identification Number (VIN) claims is an area of growing importance in the automotive industry. As VIN fraud continues to evolve, it presents an increasing challenge to stakeholders, from manufacturers to insurance companies, and ultimately, consumers. VIN fraudulent claims detection involves identifying and preventing the misuse