AbstRaL adopts a granularly-decomposed abstract reasoning (GranulAR) schema, which enables LLMs to gradually construct the problem abstraction within a fine-grained reasoning chain, using their pre-learned strategies of chain-of-thought and Socratic problem decomposition.