List your company

Question Answering on HotpotQA (Reward Metric)

0.56RewardERL
0.44560.47530.5050.5347Feb 15, 2026

Evaluation results

MethodLinks
ERLBackbone=Qwen3-4B-Instruct-2507, Method variant=Full2026.020.56
ERL w/o Mem.Backbone=Qwen3-4B-Instruct-2507, Method variant=Without memory reuse2026.020.56
ERLBackbone=Olmo3-7B-Instruct, Method variant=Full2026.020.5
ERL w/o Refl.Backbone=Qwen3-4B-Instruct-2507, Method variant=Without structured reflection2026.020.48
RLVRBackbone=Olmo3-7B-Instruct2026.020.47
ERL w/o Mem.Backbone=Olmo3-7B-Instruct, Method variant=Without memory reuse2026.020.47
ERL w/o Refl.Backbone=Olmo3-7B-Instruct, Method variant=Without structured reflection2026.020.46
RLVRBackbone=Qwen3-4B-Instruct-25072026.020.45