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Kit T Rodolfa

3 accepted papers

2025

Not Your Typical Government Tipline: LLM-Assisted Routing of Environmental Protection Agency Citizen Tips

EMNLP 2025

Regulatory agencies often operate with limited resources and rely on tips from the public to identify potential violations. However, processing these tips at scale presents significant operational challenges, as agencies must correctly identify and route relevant tips to the appropriate enforcement

Cited by 0SourcePDFScholar
2024

On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods

AAAI 2024technical

Most existing evaluations of explainable machine learning (ML) methods rely on simplifying assumptions or proxies that do not reflect real-world use cases; the handful of more robust evaluations on real-world settings have shortcomings in their design, generally leading to overestimation of methods'…

Cited by 22SourcePDFScholar
2024

Preventing Eviction-Caused Homelessness through ML-Informed Distribution of Rental Assistance

AAAI 2024technical

Rental assistance programs provide individuals with financial assistance to prevent housing instabilities caused by evictions and avert homelessness. Since these programs operate under resource constraints, they must decide who to prioritize. Typically, funding is distributed by a reactive allocatio…

Cited by 3SourcePDFScholar