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quote:quote-useful-outputquote_useful_output
Verbatim: 'Useful output has two aspects: Making information explicit—i.e. extracting the normal form. Data reduction—getting rid of a lot of the information in the input.'
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.
- Verbatim: 'Information increase is always, necessarily it seems, relative to a sub-system.'
- Verbatim: 'the copy-cat strategy can be seen as a dynamic version of the tautology A ∨¬A.'
- The correctness of a model's generated outputs, distinct from the correctness of statements provided as input.
- Specification relating a program's inputs and outputs, analogous to illocutionary correctness.
- Classical RL algorithm adapted by the paper with modifications including clipped-surrogate losses and length-normalized advantages for agentic training.
- Bibliographical element: a dynamic branching outward or internal link, citing or connecting to another text.
- The mechanism by which each step's effect is evaluated against the life of the whole, guiding the unfolding.