frontier models
A Revoked Choice Becomes Compact Personalization State
Jev-DLC stores action identity and the directed relation between preferred and rejected decisions without retaining raw interaction history.
Summary
Jev-DLC stores action identity and the directed relation between preferred and rejected decisions without retaining raw interaction history.
User preferences often appear only after deployment, when a decision is accepted or replaced. Jev-DLC turns typed corrections into two bounded channels above a frozen scorer: evidence about recurring action identity and a directed preference relation. It keeps no raw history, adds no scorer call and performs no runtime model update. On a chronological benchmark, it reached 44.83 percent user-macro accuracy overall, 2.43 points above a four-item history replay baseline; after at least two earlier feedback events, the margin rose to 7.54 points. The claims concern the benchmark’s typed decisions, not general personal memory.
Why it matters
Jev-DLC stores action identity and the directed relation between preferred and rejected decisions without retaining raw interaction history.
Limits and context
- User preferences often appear only after deployment, when a decision is accepted or replaced.
- The claims concern the benchmark’s typed decisions, not general personal memory.
Key claims
Jev-DLC stores action identity and the directed relation between preferred and rejected decisions without retaining raw interaction history.
Qualification: User preferences often appear only after deployment, when a decision is accepted or replaced.
Evidence: source-2026-10-24-006
Sources
- arXiv preprint 2610.31521, original v1arXiv · primary research
Corrections
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