Excited to announce three papers accepted to ACL 2026! GrAInS: gradient-based attribution for inference-time steering of LLMs and VLMs. PRInTS: reward modeling for long-horizon information seeking. Routing with Generated Data: annotation-free LLM skill estimation and expert selection.