E QUAL R ANKING Q UALITY , D IFFERENT D ECISIONS : T RAINING O RDER -C ONSISTENT LLM S CORERS
Markus Frohmann, M. Alavi, Elisabeth Lingg et al.
· 1 citation
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Preprint
Aug 2026
When Deep Research Agents Stagnate: Enhancing Reasoning with Retrieval-Aware Agent Control
A set of unsupervised signals and a Retrieval-Aware Agent Controller (RAAC) are introduced, which assists the agent in selecting optimal actions at each stage of the research process, resulting in more effective reasoning trajectories that improve overall performance while reducing unnecessary iterations, and consequen...
Heydar Soudani, Elisabeth Lingg, Faegheh Hasibi et al.
· 1 citation