Q: Only once side of conversation get recorded

A:Make sure that you are using the latest recorder version
Make sure that both speakers are working and are on the  same level. The recording is stereo - your voice in the left speaker, the person you speaking with in the right.

Alternatively you can switch to MONO mode in recorder.