Swing by the SPIGM workshop at #NeurIPS2025 @ 3:45pm to hear @cgbelem.bsky.social present our work "Semantic Probabilistic Control of LMs" (kareemahmed.com/files/papers...) for training-free steering with a bigger bang for your buck compared to sampling. Thread coming soon!