Shi-Ming Xie

Failure-Transparent Agents: Benchmarking Post-Failure Reporting in Tool-Using Language Models

FTA is introduced, a controlled benchmark that fixes the failed observation and required evidence state before generation, making post-failure claims directly auditable and associated with substantially lower post-failure reporting errors while useful-response rates remain high within this blocked-task benchmark.