concept
active
concept:functional-tokenFunctional Token
A discrete token in the vocabulary that represents a visual operation (e.g., <|Line|>, <|Shape|>, <|Text|>), generated via next-token prediction within autoregressive sequences.
Neighborhood — ranked by edge-count
Papers (1)
paper
Frameworks (2)
framework
- Core framework proposing discrete functional tokens as a unified solution for visual reasoning in VLMs, bridging agentic and latent approaches.
- ATLAS FrameworkimplementsA framework where a single discrete word (functional token) serves both agentic operation and latent visual reasoning, requiring no visual supervision.
Claims (2)
claim
- Core claim of the paper: a unified token bridges the gaps.
- The paper's thesis from the title.
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.
- Basic unit of LLM input/output: words, parts of words, punctuation marks, emojis
- One of the three major competing approaches to parallel programming mentioned in the paper; used for comparison with Linda.
- The property of a subsystem that cannot influence others; used to lesion systems in simulations.
- Describes the properties of the functional token.
- Vector representations of individual tokens from genomic foundation models; the raw inputs to sequence pooling methods.
- Similarity measured with respect to network behavior/function rather than statistical correlation of activations.
- Empirical effect where intervening on one feature induces coherent shifts across multiple linguistic dimensions aligned with the target attribute.
- Valence as a functional property, proposed to act as dimensionality reduction when parallel processing paths interfere.