Author

Anthony Rios

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#natural language process... Preprint Aug 2026

Detecting AI Impostors: How Do Middle Schoolers Identify LLM Agents in a Live Collaborative Setting?

It is found that students'detection accuracy improves over time, driven by a shift from relying on linguistic cues to leveraging shared social and contextual signals.

Dan Schumacher, Pragathi Durga Rajarajan, Haven Kotara et al. · 0 citations

Jul 2026

TRACER: Early Failure Detection for Task-Oriented Dialogue

TRACER detects useful failure signals well before the end of the conversation and outperforms heuristic, classical, and single-stream baselines, suggesting that early failure detection can provide a practical warning signal for dialogue systems before the interaction fully breaks down.

E. Nourbakhsh, Rocky Slavin, Ke Yang et al. · SIGDIAL Conferences · 0 citations