I figured out the stupidity and that was -not reading the manual properly :-(
The Manual page says -
..If you run StringTie, and all FPKM values that were produced appear to have the value inf then it is very likely that the HI tag starts at 1. An easy command that you can run...
So STAR out BAM files have the HI tag starting from 1 and hence.
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