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When was the last time the water pump was rebuilt? What is happening is the motor is getting hot, vaporizing and leaning the fuel causing the higher rpm. Do not use the engine until the water pump is rebuilt and the thermostat checked/ replaced.
Too lean of a condition and you can severely damage the engine.
Post back with further questions on this and about the pump.