NEURIPS / EMNLP / LOG 2026 Self-play, retrieval, and evaluation. NeurIPS SCOPE Self-play for open-ended tasks Cyrus Kwan et al. LOCOS What retrieval heads actually write Aryo Gema et al. Composed image retrieval When benchmarks admit shortcuts Matteo Attimonelli et al. AI psychophysics Grounding behavioural evaluation Jonas Leo Mueller, Dario Zanca et al. EMNLP Multimodal retrieval heads Can retrieval heads see images? Aaron Branson Cigres Li et al. Hidden VLM instability Same answer, different representations Farooq Ahmad Wani et al. Composing steering vectors Controlling behaviours without interference Giwon Hong et al. LoG Graph-to-table interfaces What controls relational generalisation? Alessandro Cagiano et al. PREPRINTS SPSD Self-play search distillation Lorenzo Molfetta et al. FACE-Eval Chain-of-thought faithfulness Aryo Gema et al. VLM frequency filtering Why verbose prompts help robustness Farooq Ahmad Wani et al.