Author

C. Ayubcha

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Preprint Aug 2026

CARE-Bench: Benchmarking Patient-Facing LLM Triage

Patient-facing medical LLMs and agents increasingly answer symptom questions before clinician contact, where the key safety question is what action the user should take next. We introduce CARE-Bench, a source-grounded benchmark that evaluates sequential patient-facing triage as a four-label per-turn current-action task...

Yining Hua, Hongbin Na, C. Ayubcha · 0 citations

Review Aug 2026

StagedWorkspace: A Versioned Workspace for Knowledge-Work Agents

StagedWorkspace is proposed, a versioned workspace for knowledge-work agents that binds parsed records and review diffs to content hashes of the native files as they change, and motivates benchmarks that score evidence, staged edits, and submitted artifacts as explicit state transitions.

Yining Hua, Hongbin Na, Yifan Zhou et al. · 0 citations