Self-Evolving Deep Research via Joint Generation and Evaluation

In three linesSCORE, a co-evolutionary framework, couples an evaluator and generator in a shared-parameter learning process to improve deep research report generation. A meta-harness dynamically controls the evaluation environment based on solver performance, avoiding optimization saturation seen with static evaluators.

Summary generated by Claude — human-verified