3 papers
cs.CL2026
Operator Packages, Proposer Strength, and Construction-Family Plateaus in Office-Scale Verified Search
Roberto I. Ono Filho
Verified search, in which a language model proposes programs, a hard evaluator scores them, and selection keeps the best, has recently moved mathematical records; controlled ablati…
cs.CL2026
Moving the Mean Toward the Known Good, Not Beyond It: What Inference-Time Interventions and Weight Consolidation Buy in Open-Ended Generation
Roberto I. Ono Filho
What does a generation loop gain from learning on its own verified successes? In cycles of generate, verify, select and LoRA-consolidate on online bin packing, training on value-fi…
cs.CL2026
Interrupting the Loop: Periodic Subject Changes Raise Judged Surprise and Connection in Base Language Models
Roberto I. Ono Filho
Where does the novelty a base language model produces with no task come from, and what can an LLM judge of a long stream actually see? We dismantle a cognitively inspired generatio…