finding

active

finding:under-spatio-permutation-controls-iit-consciousness-estimates-outperform-span-representation-in-mean-auc-in-several-cases-llama3-1-70b-on-hinting-and-irony-mistral-7b-on-irony-llama3-1-8b-on-strange-stories

Under spatio permutation controls, IIT consciousness estimates outperform Span Representation in mean AUC in several cases (LLaMA3.1-70B on Hinting and Irony, Mistral-7B on Irony, LLaMA3.1-8B on Strange Stories).

Contrasts with temporal permutation where Span Representation dominates; suggests spatio permutation reveals different dynamics.

Source paper

extracted_from

Can "consciousness" be observed from large language model (LLM) internal states? Dissecting LLM representations obtained from Theory of Mind test with Integrated Information Theory and Span Representation analysis

(2025) · Li, Jingkai

Neighborhood — ranked by edge-count

Claims (2)

claim

LLM representations exhibit intriguing patterns under spatio-permutational analyses, suggesting a potentially profound yet tentative indication of consciousness.
supports
Qualified positive claim from spatio permutation analysis where two cases satisfy all three criteria.
Variations in ToM test score categories are more likely attributed to span-level information of the LLM representation sequence rather than to a 'consciousness' phenomenon as suggested by IIT estimates.
supports
Main interpretive finding from Criterion 3 comparison showing Span Representation consistently outperforms IIT under temporal permutation.

Hypotheses (1)

hypothesis

If 'consciousness' phenomenon can be observed from ToM-related RN, higher ToM test scores should yield higher values of μΦmax (IIT 3.0) and/or μΦ (IIT 4.0).
contradicts
Specific prediction linking IIT's prediction of high Φ for good performance to the experimental design's scoring structure.

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Criterion 3: IIT estimates must achieve higher mean AUC than Span Representation for ToM score classification.concept0.814
Third of three operational criteria; distinguishes consciousness from inherent LLM representational separations.
Can IIT estimates provide a stronger basis for interpreting variations in ToM performance than Span Representation, independent of any consciousness estimate?question0.810
Criterion 3 operationalization: requires IIT mean AUC to exceed Span Representation mean AUC.
Under spatio permutation controls, two cases (Layer 32 of Mixtral-8x7B on Strange Stories, IIT 4.0, Linguistic Spans: Entire and Complement) satisfy all three criteria.finding0.798
Contrasts with temporal permutation results; constitutes the most suggestive evidence of potential consciousness phenomena in LLM representations.
No significant disparity in potential consciousness indicators was found between larger models (Mixtral-8x7B, LLaMA3.1-70B) and smaller counterparts (Mistral-7B, LLaMA3.1-8B).finding0.796
Contradicts expectation from emergent abilities literature; however, interpreted cautiously due to methodological limitations.
Directing response attention to complement syntax and/or mental state verbs (MSV) yields no significant alterations in IIT estimates compared to entire stimulus analysis.finding0.785
Suggests LLMs do not represent complement/MSV linguistic features in the same way as they are crucial for human ToM development.
IIT alone cannot serve as a definitive criterion for identifying consciousness in LLM representations due to its panpsychist implications challenging its specificity.claim0.783
Motivates the hybrid approach combining IIT, Span Representation, and multiple criteria.
Self-referential processing yields significantly higher self-awareness scores than conceptual control on paradoxical reasoning: t(399)=14.90, p=3.0×10⁻⁴⁰finding0.781
Experiment 4 result ruling out semantic priming as explanation for the experimental effect
Under temporal permutation control, no cases meeting all three criteria for observed 'consciousness' phenomenon were found among the 165,365 valid samples.finding0.769
Primary negative result of the study: temporal permutation analysis finds no statistically significant indicators of consciousness in LLM representations.