BWhat changed
Learned probes from internal model representations using consistency constraints between contrasting statements rather than truth labels, investigating whether latent answer information can be recovered when prompted outputs are unreliable.
Scientific scope
Learned probes from internal model representations using consistency constraints between contrasting statements rather than truth labels, investigating whether latent answer information can be recovered when prompted outputs are unreliable. The representation may contain useful predictive information without encoding a universal truth variable. Reported evaluation resolves the binary label orientation using labels; an unlabeled orientation proposal is not the same as a demonstrated label-free truth oracle.
Evidence
The linked original works support the scoped statement and contribution attribution. WRS has not independently replayed experiments or reconstructed a full mathematical proof. The representation may contain useful predictive information without encoding a universal truth variable. Reported evaluation resolves the binary label orientation using labels; an unlabeled orientation proposal is not the same as a demonstrated label-free truth oracle.
Contributors
- The named authors in the research record · SCIENCE: Source-listed authors for the exact contribution; experimental subjects are not autonomous scientific authors. Source support and predecessor work retain separate roles. Individual effort shares and unresolved identities are not inferred.
Provisional WRS assessment, edition 2026-10-23.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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