non-resolution reasoning 2ambiguity handling 1ambiguity preservation 1attention mechanisms 1contextual identity 1contract-based updates 1entropy criterion 1multi-vector embeddings 1state maintenance 1typed interface 1
From the 2 of 2 linked papers with an AI index.
2 papers
cs.CL2026
NRR-Core: Non-Resolution Reasoning as a Computational Framework for Contextual Identity and Ambiguity Preservation
Kei Saito
The paper introduces Non-Resolution Reasoning (NRR), a framework that keeps multiple contextual alternatives active in language models until enough evidence is available, using com…
cs.CL2026
NRR-Phi: A Typed External Text-to-State Interface and Update Contract for Inspectable Ambiguity-State Maintenance
Kei Saito
The paper proposes a typed external text‑to‑state interface (phi) that maps ambiguous textual inputs into structured records and defines an explicit update contract, enabling inspe…