NEURIPS / EMNLP / LOG 2026 Self-play. Retrieval. Steering. Evaluation. Self-play Learning without curated answers Retrieval Inside text + image attention heads Steering Composing multiple behaviours Evaluation Beyond headline benchmark scores Graph learning Interfaces for relational generalisation PREPRINTS SPSD / FACE-Eval / VLM frequency filtering