CPI(ML)(L)
JD(S)JD(U)JMMLJPNCPRJDSPThe table below lists Communist Party of India (Marxist-Leninist) (Liberation) (CPI(ML)(L)) candidates, their total votes, vote share and final position in Purnia Lok Sabha Constituency in Bihar.
| Election year | Candidate Name | Votes Received | Vote Share (%) | Position | Status |
|---|---|---|---|---|---|
| 2014 | Pankaj Kumar Singh | 7,912 | 0.78 | 12 | Lost |
| 2004 | Madhavi Sarkar | 7,595 | 1.07 | 11 | Lost |