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STOCK BASED COMPENSATION - Schedule of Fair Value of Market Based Performance Stock Units, Weighted Average Assumptions (Details) - Performance stock units - market based - $ / shares	6 Months Ended
	Jun. 30, 2025	Jun. 30, 2024
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]
Performance period	3 years	3 years
Stock price (in dollars per share)	$ 54.38	$ 72.00
Triumph Financial stock price volatility	42.22%	42.31%
Risk-free rate	3.62%	4.67%

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Share based compensation arrangement by share based payment awards performance period.

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The estimated measure of the percentage by which a share price is expected to fluctuate during a period. Volatility also may be defined as a probability-weighted measure of the dispersion of returns about the mean. The volatility of a share price is the standard deviation of the continuously compounded rates of return on the share over a specified period. That is the same as the standard deviation of the differences in the natural logarithms of the stock prices plus dividends, if any, over the period.

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The risk-free interest rate assumption that is used in valuing an option on its own shares.

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Line items represent financial concepts included in a table. These concepts are used to disclose reportable information associated with domain members defined in one or many axes to the table.

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Price of a single share of a number of saleable stocks of a company.

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