claim

active

claim:introspective-ability-is-concept-specific-quality-differs-across-emotive-concepts-and-the-same-intervention-helps-some-concepts-but-not-others

Introspective ability is concept-specific: quality differs across emotive concepts and the same intervention helps some concepts but not others

Cross-concept steering results; only 2 of 12 non-diagonal cells show significant introspection improvement

Source paper

extracted_from

Quantitative Introspection in Language Models: Tracking Emotive States Across Conversation

(2026) · Nicolas Martorell · Bianchi, Bruno

Neighborhood — ranked by edge-count

Findings (3)

finding

Cross-concept steering: focus→wellbeing R² increases from 0.30 (α=-4) to 0.76 (α=+4), ∆R²=0.30, p<0.001 in LLaMA-3.2-3B
supports
Strongest cross-concept introspection improvement; survives BH correction (q≈0.011)
Impulsivity introspective fidelity decreases from turn 1 to turn 10: ∆R²=-0.28 in LLaMA-3.2-3B
supports
Opposite temporal trend to wellbeing/interest/focus; introspective fidelity weakens over conversation for impulsivity
Qwen 2.5 7B turn-wise introspective fidelity: strong at turn 1 (R²≈0.90) but declines significantly to turn 10 (∆R²=-0.44, p=0.001)
supports
Introspective fidelity erodes in Qwen as conversations progress; contrasts with LLaMA-3B trend

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.

If introspective ability exists, can it be improved?question0.830
Secondary research question addressed through cross-concept steering experiments
Why does introspective capacity vary concept-by-concept and what mechanisms could stabilize it over time?question0.826
Open question identified by the paper as direction for future work
Either introspection is an emergent capability requiring larger scale, or more stringent controls are needed to test introspection in smaller modelsclaim0.825
Alternative interpretations offered for why binary detection fails in Llama 3.1 8B but frontier models claim success
Introspective ability can be decomposed into: (i) information available about internal state and (ii) capacity to transform that signal into precise output reportsclaim0.807
Conceptual distinction motivated by entropy analyses showing probe and report entropy can diverge under steering
Cross-concept introspection improvement is pair-specific rather than revealing a single globally tunable introspection facultyclaim0.802
Most of 4×4 cross-concept steering matrix shows no significant effect; two conditions survive
Introspective capabilities may continue to develop with further improvements to model capabilitiesclaim0.801
Forward-looking statement about future models.
This introspective capacity is highly unreliable and context-dependent in today's modelsclaim0.799
A caveat qualifying the main claim.
There may exist a global introspective faculty or steering direction that improves introspection uniformly across all conceptshypothesis0.799
Framed as an open problem; current evidence only points to local pair-specific improvement