The
RL-base "+100 agentic replay" arm of
"Minimal Agentic Replay Recovers
Tool Use in Formal-Math Fine-Tuned LLMs" (COLM 2026):
awakening-goedel-v2-32b-rl
fine-tuned on the same 100 behavior-tilted Lean agentic traces as the SFT arm
(128 epochs, lr 1e-5 cosine, checkpoint-128). Recovers
BFCL Non-Live to 85.8
("Goedel-RL-RAG-BT100" in the paper's score tables), showing the minimal-replay
recovery holds on the RL checkpoint as well as the SFT one.