Precision Encoding

Quantifies certainty in beliefs; modulates policy selection; related to dopamine encoding.

Neighborhood — ranked by edge-count

framework

Active Inference
associated_with
Foundational framework by Karl Friston; the paper extends it to three hierarchical levels for modeling meta-awareness.

finding

Transfer of Dopamine Responses
supports
Learning phenomenon reproduced by active inference: dopamine discharge shifts from unconditioned to conditioned stimuli.

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.

Position Encodingsconcept0.775
Mechanism for encoding sequence order in transformers; paper argues these should reflect learned structural representations rather than fixed sines/cosines.
ambiguityconcept0.754
Multiple possible meanings for words like Alice, disambiguated by context; harder when grammar and meaning intertwine
dopamine role in precision encodingconcept0.745
Hypothesis that dopamine encodes the precision of predictions, modulating top-down vs bottom-up balance.
Target Morphology Encodingframework0.743
precision (conditional certainty)concept0.740
Encoding of prediction confidence; proposed role for dopamine beyond reward signalling.
Linear Decodingmethod0.739
Correlative technique measuring the type of information encoded in distributed representations via linear predictability.
Recurrent Position Encodingsmethod0.737
Key modification to transformers proposed in this paper: position encodings generated by a recurrent network trained on action sequences.
Grammar as Positional Encoding for Languagehypothesis0.735
Hypothesis that in language tasks, the abstract structure encoded in positional encodings corresponds to grammatical structure.