The tape is generally not considered a substitute for the paste. The tape is for: holding thermocouple in place so it can be reliably pasted at its bead, holding thermocouple during routing and to provide strain relief during test (may need high temperature tape) and to provide additional insulation for dielectric breakdown protection (thermocouple passes by high voltage parts).