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cs.AI2026
EmailBench: A Benchmark for Evaluating LLM Agents on Enterprise Email and Productivity Tasks
Mukul Singh, Mansi Uniyal, Devin Devlin +5
Enterprise email agents must combine information retrieval, structured state changes, temporal reasoning, and multi-step coordination. Recent agent benchmarks include productivity…
cs.CL2026
Users Mispredict Their Own Preferences for AI Writing Assistance
Vivian Lai, Zana Buçinca, Nil-Jana Akpinar +5
Proactive AI writing assistants need to predict when users want drafting help, yet we lack empirical understanding of what drives preferences. Through a factorial vignette study wi…