First recorded by Big Joe Williams’ Washboard Blues Singers (1935).
Also recorded by Muddy Waters (1953), Mose Allison (1960), Georgia Fame (1963).
Hit versions by The Orioles (R&B #8 1952), Them (US #102/UK #10 1964).
From the wiki: “‘Baby, Please Don’t Go’ is a blues song which has been called ‘one of the most played, most arranged, and most rearranged pieces in blues history’ by music historian Gerard Herzhaft. Delta blues musician Big Joe Williams popularized it with several versions beginning in 1935.
“The song’s roots have been traced back to nineteenth-century slave songs, dealing with themes of bondage and imprisonment. In 1952, a doo-wop version by The Orioles reached the R&B Top 10 (an early 45 rpm issue available only on red vinyl); Muddy Waters’ 1953 recording recast the song as an electric Chicago Blues ensemble piece, influencing many subsequent renditions.