Geoffrey clocked an excellent 27:44 while Kabuu also came up with a brilliant new time of 31:48.
Pacemaker Daniel Salel, a silver-medallist in 10000m at Delhi Commonwealth Games four years ago, led the runners through the first half of the race in 13:57.
Defending champion Alex Oloitiptip and his Kenyan teammate Kamworor were in the lead group, as also Ethiopian Kinde Atanaw.
Incidentally, the Ethiopian has the fastest time of 27:36, which he clocked during his second place finish at Prague last year, among those who took to the starting line in the men's race today.
Elaborating on his run, Kamwaror said, "I had one target when I returned to Bangalore and that was to break the course record. I am thrilled because I have done that today. I won the run because I was well-prepared though the conditions were not easy. I pushed after the 5km mark and did well. I will be back here again!"
Ugandan Joshua Cheptegei, who made his first international debut in Bangalore, came from behind to win in second place 40 seconds after the Kenyan.
Atanaw, as in previous years, filled the bronze position for Ethiopia in 28:35. Last year's winner Oloitiptip, could not overcome the humid weather conditions, finished on sixth.
As in the men's race pacemaker Beatrice Mutai did the front-running and led a group of 10 women in the race that started at 8:25 am.
Having performed her duty, Mutai started trailing behind after the 4km mark where Kenyan Joyce Chepkirui emerged as a leader and covered the distance at 12:36.
Teammate Lucy Kabuu, former Commonwealth Games gold medallist in 10000m and winner of Airtel Delhi Half-Marathon three years ago, along with Linet Masai joined the fray with Chepkirui in the remaining part of the race.
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