PCC chief Ashok Choudhary and CLP leader Sadanand Singh were present at the deliberations chaired by the Congress Vice-President.
AICC Bihar in-charge G S Charak, AICC secretary Sanjay Nirupam and Vijay Laxmi Sadho also participated in the talks.
There was, however, no word from any of the leaders about what transpired in the meeting held against the backdrop of strains in BJP-JD(U) ties over Nitish Kumar's "secular" pitch for the NDA's prime ministerial candidate.
In the faction-ridden Bihar Congress, Choudhary, a Dalit face, was appointed the new PCC chief last month -- nearly two-and-half-years after Mehboob Ali Qaiser resigned from the post following the drubbing in the 2010 Assembly elections.
The appointment of 43-year-old Choudhary, a lesser known face in the state politics, said to be done at the behest of Rahul, was a clear indication that the Congress Vice-President is looking for a long overhaul for the party in Bihar which currently stands completely marginalised.