Amazon Paper Says QA-Only Evaluation Misses Agent Memory Failures

Amazon researchers argue that evaluating agent memory solely via downstream QA can miss memory failures, with score gaps up to 16.8 points, and propose the FEB-30 benchmark to directly inspect stored content.

2026-10-19 ~ 2026-10-19 · 2 related posts

• Amazon Paper: QA Scores Miss Agent Memory Failures by 16.8 Points, New FEB-30 Benchmark Fixes It — rohanpaul_ai · 2026-10-19
• arXiv: Beyond Downstream QA — Rethinking How We Evaluate Agent Memory with FEB-30 — rohanpaul_ai · 2026-10-19