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

arXiv:2609.35732v1 Announce Type: new Abstract: Tool-using agents can fail twice: a required tool can fail, and the agent can then report success without the evidence needed to justify it. Existing benchmarks often entangle this reporting failure with tool sel