Web Agent Online Enhancements Lose Most Gains Under Equal Token Budgets

A Stanford study (arXiv:2606.15017) re-evaluated recent test-time online enhancement methods for web agents on WebArena under equal total inference token budgets, finding that most of their reported advantages disappear, suggesting prior gains largely came from extra inference compute.

2026-10-23 ~ 2026-10-23 · 2 related posts

• Under matched token budgets, most gains of web agent online augmentation vanish — hllo_wrld · 2026-10-23

1 near-duplicate retellings: MMedAgent