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concept:cyclic-reasoning-taskscyclic reasoning tasks
Language model reasoning tasks with cyclic geometric structure used to test manifold steering.
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- Language model experimental setting used to test manifold steering.
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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.
- Experimental paradigm using prompts like 'what month is six months after August?' to study model arithmetic
- Language model reasoning tasks with sequential geometry used in experiments.
- Modular reasoning enabled by monoid and other algebraic laws; central to maintainability and correctness of functional systems.
- Lower, more uniform anchoring for commonsense tasks
- The key theoretical contribution: each layer in a cyclic recurrence converges to a distinct fixed point, tracing a consistent trajectory in latent space
- Secondary research question examining whether compositional frameworks can transcend classical logic.
- Llama's discovered algorithm: first compute integer sum via base-10 addition, then map the sum back to cyclic concept space