NEURIPS / EMNLP / LOG 2026 Learn NeurIPS SCOPE Self-play for open-ended tasks EMNLP Composing steering vectors Controlling behaviours without interference LoG Graph-to-table interfaces What controls relational generalisation? Inspect NeurIPS LOCOS What retrieval heads actually write EMNLP Multimodal retrieval heads Can retrieval heads see images? Evaluate NeurIPS Composed image retrieval When benchmarks admit shortcuts NeurIPS AI psychophysics Grounding behavioural evaluation EMNLP Hidden VLM instability Same answer, different representations PREPRINTS SPSD / FACE-Eval / VLM frequency filtering