I have always been told to use your battery from a full charge to completely dead then recharge and do it again, That is supposed to set a memory or something for the battery. I know it works on a cell phone battery, I have 5 phones on my account and two of my kids didn't do theirs and the batteries last about half of what the rest do.
I, like you, have read on here about keeping it charged all the time. Maybe hook a light or something up to it the first couple times to finish draining it, and after that, recharge it when you get back from fishing so that it will be ready to go next time. just my oppinion, im no expert on this, maybe one will chime in.