Chicago or MLA is preferred.
Writing Guidelines
Use the SBL Handbook of Style. 1999. Hendrickson Publishers. [SAWYER REF PN147 .S26 1999]
One major unique issue is transliteration which the SBL Handbook deals with. The SBL handbook is not intended to be complete and should be used in conjunction with MLA or Chicago.