EnigmaToM: Improve LLMs' Theory-of-Mind Reasoning Capabilities with Neural Knowledge Base of Entity States.

Caroline Catmur https://orcid.org/0000-0001-6996-4295 https://www.wikidata.org/entity/Q42724287 https://id.loc.gov/authorities/names/n2016182567 Hainiu Xu Siya Qi Jiazheng Li 0002 Yuxiang Zhou Jinhua Du Caroline Catmur Yulan He 0001 EnigmaToM: Improve LLMs' Theory-of-Mind Reasoning Capabilities with Neural Knowledge Base of Entity States. 13598-13622 2025 ACL (Findings) https://doi.org/10.18653/v1/2025.findings-acl.699 https://aclanthology.org/2025.findings-acl.699/ conf/acl/2025f db/conf/acl/acl2025f.html#XuQ0ZDC025 Lorenzo Cappiello Caroline Catmur Salim Hashmi Geoffrey Bird Who am I playing with? Exploring a New Model of Social Categorisation in Mentalisation. 2025 CogSci https://escholarship.org/uc/item/1np180xp conf/cogsci/2025 db/conf/cogsci/cogsci2025.html#CappielloCHB25

Hainiu Xu Siya Qi Jiazheng Li 0002 Yuxiang Zhou Jinhua Du Caroline Catmur Yulan He 0001 EnigmaToM: Improve LLMs' Theory-of-Mind Reasoning Capabilities with Neural Knowledge Base of Entity States. 2025 March abs/2503.03340 CoRR https://doi.org/10.48550/arXiv.2503.03340 db/journals/corr/corr2503.html#abs-2503-03340 streams/journals/corr

Idalmis Santiesteban Simran Kaur 0006 Geoffrey Bird Caroline Catmur Attentional processes, not implicit mentalizing, mediate performance in a perspective-taking task: Evidence from stimulation of the temporoparietal junction. 305-311 2017 155 NeuroImage https://doi.org/10.1016/j.neuroimage.2017.04.055 https://www.wikidata.org/entity/Q38813951 db/journals/neuroimage/neuroimage155.html#SantiestebanKBC17

Caroline Catmur Idalmis Santiesteban Jane R. Conway Cecilia Heyes Geoffrey Bird Avatars and arrows in the brain. 8-10 2016 132 NeuroImage https://doi.org/10.1016/j.neuroimage.2016.02.021 https://www.wikidata.org/entity/Q39992885 db/journals/neuroimage/neuroimage132.html#CatmurSCHB16

Lauren E. Marsh Geoffrey Bird Caroline Catmur The imitation game: Effects of social cues on 'imitation' are domain-general in nature. 368-375 2016 139 NeuroImage https://doi.org/10.1016/j.neuroimage.2016.06.050 https://www.wikidata.org/entity/Q39638304 db/journals/neuroimage/neuroimage139.html#MarshBC16

Richard P. Cooper 0002 Caroline Catmur Cecilia Heyes Are Automatic Imitation and Spatial Compatibility Mediated by Different Processes? 605-630 2013 37 Cogn. Sci. 4 https://doi.org/10.1111/j.1551-6709.2012.01252.x https://www.wikidata.org/entity/Q44905094 db/journals/cogsci/cogsci37.html#CooperCH13

Richard P. Cooper 0002 Caroline Catmur Cecilia Heyes Neither Shaken nor Stirred: Reply to Bertenthal and Scheutz. 642-645 2013 37 Cogn. Sci. 4 https://doi.org/10.1111/cogs.12040 db/journals/cogsci/cogsci37.html#CooperCH13a

Caroline Catmur Cecilia Heyes Is It What You Do, or When You Do It? The Roles of Contingency and Similarity in Pro-Social Effects of Imitation. 1541-1552 2013 37 Cogn. Sci. 8 https://doi.org/10.1111/cogs.12071 https://www.wikidata.org/entity/Q47732204 db/journals/cogsci/cogsci37.html#CatmurH13

Adam J. L. Harris Punit Shah Caroline Catmur Geoffrey Bird Ulrike Hahn Autism, optimism and positive events: Evidence against a general optimistic bias. 2013 CogSci https://escholarship.org/uc/item/76c4g9gp conf/cogsci/2013 db/conf/cogsci/cogsci2013.html#HarrisSCBH13

Caroline Catmur Rogier B. Mars Matthew F. S. Rushworth Cecilia Heyes Making Mirrors: Premotor Cortex Stimulation Enhances Mirror and Counter-mirror Motor Facilitation. 2352-2362 2011 23 J. Cogn. Neurosci. 9 https://doi.org/10.1162/jocn.2010.21590 https://www.wikidata.org/entity/Q38466110 db/journals/jocn/jocn23.html#CatmurMRH11

Fiona M. Richardson Sue Ramsden Caroline Ellis Stephanie Burnett Odette Megnin Caroline Catmur Tom M. Schofield Alexander P. Leff Cathy J. Price Auditory Short-term Memory Capacity Correlates with Gray Matter Density in the Left Posterior STS in Cognitively Normal and Dyslexic Adults. 3746-3756 2011 23 J. Cogn. Neurosci. 12 https://doi.org/10.1162/jocn_a_00060 https://www.wikidata.org/entity/Q30451159 db/journals/jocn/jocn23.html#RichardsonREBMCSLP11

Geoffrey Bird Caroline Catmur Giorgia Silani Christopher D. Frith Uta Frith Attention does not modulate neural responses to social stimuli in autism spectrum disorders. 1614-1624 2006 31 NeuroImage 4 https://doi.org/10.1016/j.neuroimage.2006.02.037 https://www.wikidata.org/entity/Q50304103 db/journals/neuroimage/neuroimage31.html#BirdCSFF06

Geoffrey Bird Stephanie Burnett Lorenzo Cappiello Jane R. Conway Richard Cooper 0002Richard P. Cooper 0002 Jinhua Du Caroline Ellis Christopher D. Frith Uta Frith Ulrike Hahn Adam J. L. Harris Salim Hashmi Yulan He 0001 Cecilia Heyes Simran Kaur 0006 Alexander P. Leff Jiazheng Li 0002 Rogier B. Mars Lauren E. Marsh Odette Megnin Cathy J. Price Siya Qi Sue Ramsden Fiona M. Richardson Matthew F. S. Rushworth Idalmis Santiesteban Thomas M. SchofieldTom M. Schofield Punit Shah Giorgia Silani Hainiu Xu Yuxiang Zhou