finding
active
finding:none-of-the-cases-identified-under-temporal-permutation-satisfy-the-criterion-1-threshold-of-80-good-cases-for-any-tom-taskNone of the cases identified under temporal permutation satisfy the Criterion 1 threshold of >80% 'good' cases for any ToM task.
Even the rare cases where good > bad do not reach the 80% significance threshold required by Criterion 1.
Source paper
extracted_from(2025) · Li, Jingkai
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Primary negative result of the study: temporal permutation analysis finds no statistically significant indicators of consciousness in LLM representations.
- Contrasts with temporal permutation results; constitutes the most suggestive evidence of potential consciousness phenomena in LLM representations.
- First of three operational criteria for identifying consciousness phenomena in LLM representations.
- Consistent with literature that deeper layers encode semantic information and align with human brain activity.
- Third of three operational criteria; distinguishes consciousness from inherent LLM representational separations.
- Main interpretive finding from Criterion 3 comparison showing Span Representation consistently outperforms IIT under temporal permutation.
- Load-bearing epistemic caution the author places on the entire analytical framework.
- A combinatorial argument that good sequences are astronomically rare, emphasizing the difficulty of discovery.