Measure Learning at Steady State: A BIRD-SQL Formula 1 Case Study
arXiv:2609.31640v1 Announce Type: new Abstract: Continual Learning Bench scores learning as short-horizon gain versus a reset baseline and finds naive full-context ICL strongest among the memories it tested. We treat ICL as one learning system and score it on a longer shared-world schedule. Steady-…
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- 2026-09-29 04:00 · arXiv cs.LG
Measure Learning at Steady State: A BIRD-SQL Formula 1 Case Study