Effect of Explicit Perspective Records on Human Theory-of-Mind Reasoning

Establish whether explicit perspective records improve human participants’ performance on higher-order theory-of-mind tasks.

Background

The paper argues that perspective encoding and evidence selection are major constraints in the evaluated language-model systems and shows that HopTrace—whose explicit perspective records are resolved by a deterministic solver—substantially improves model performance. Although the study also reports that human participants struggle with certified higher-order questions, it does not evaluate whether presenting or using explicit perspective records would improve human performance. The authors therefore identify the transfer of this representation to human recursive mindreading as unresolved.

References

Whether explicit records help human participants remains an open question.

— Beyond Belief Nesting: Rethinking Higher-Order Theory of Mind in Large Language Models  (2610.17777 - You et al., 13 Oct 2026) in Conclusion and Discussion, paragraph “Perspective tracking as a bottleneck”