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PolicyEngine at Policy2Code Demo Day at BenCon 2024
The team developed an AI-powered explanation feature that effectively translates complex, multi-program policy calculations into clear and accessible explanations, enabling users to explore "what-if" scenarios and understand key factors influencing benefit amounts and eligibility thresholds.
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Benefits Cliffs Coaching with the Atlanta Fed’s CLIFF Tools: Implementation Evaluation of the National Pilot
The Atlanta Fed’s CLIFF tools provide greater transparency to workers about potential public assistance losses when their earnings increase. We find three broad themes in organization-level implementation of the CLIFF tools: identifying the tar- get population of users; integrating the tool into existing operations; and integrating the tool into coaching sessions.
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POMs and Circumstance at Policy2Code Demo Day at BenCon 2024
The team explored using LLMs to interpret the Program Operations Manual System (POMS) into plain language logic models and flowcharts as educational resources for SSI and SSDI eligibility, benchmarking LLMs in RAG methods for reliability in answering queries and providing useful instructions to users.
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Rules as Code Demo Day Highlights
Building on our February 2022 report Benefit Eligibility Rules as Code: Reducing the Gap Between Policy and Service Delivery for the Safety Net, the Beeck Center’s Digital Benefits Network (DBN) hosted Rules as Code Demo Day on June 28, 2022 where there were eight demonstrations of projects and code followed by a collaborative problem solving session on how to continue advancing rules as code for the U.S. social safety net.
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Hoyas Lex Ad Codex at Policy2Code Demo Day at BenCon 2024
The team explored the performance of various AI chatbots and LLMs in supporting the adoption of Rules as Code for SNAP and Medicaid policies using policy data from Georgia and Oklahoma.
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The RAGTag SNAPpers at Policy2Code Demo Day at BenCon 2024
The team examined how AI, specifically LLMs, could streamline the case review process for SNAP applications to alleviate the burden on case workers while potentially improving accuracy.
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Team ImPROMPTu at Policy2Code Demo Day at BenCon 2024
The team developed an application to simplify Medicaid and CHIP applications through LLM APIs while addressing limitations such as hallucinations and outdated information by implementing a selective input process for clean and current data.
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Nava Labradors at Policy2Code Demo Day at BenCon 2024
The team developed an AI solution to assist benefit navigators with in-the-moment program information, finding that while LLMs are useful for summarizing and interpreting text, they are not ideal for implementing strict formulas like benefit calculations, but can accelerate the eligibility process by leveraging their strengths in general tasks.
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Project Snapshot: Benefits Launch
Benefits Data Trust (BDT) is a nonprofit that connects people to public benefits through a streamlined, phone-based application system called Benefits Launch, which reduces redundant questions and speeds up the process for multiple programs. BDT's approach, supported by a custom-built rules engine, has facilitated over 800,000 benefit enrollments, helping secure over $9 billion for eligible households across seven states.
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MyFriendBen Demo at the Cross-Sector Rules as Code Roundtable
MyFriendBen.org leaders demo their new Colorado benefits eligibility tool in a February 2024 webinar.
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BenCon 2023: Lighting the Path for Equitable and Ethical Public Benefits Technology
The article discusses key takeaways from BenCon 2023, highlighting the importance of creating equitable and ethical public benefits technology. It emphasizes the need for tech solutions that address systemic inequalities, ensure accessibility, and promote inclusivity for underserved communities in accessing public services.
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Eligibility Rules Weekly Recaps
Github page with weekly recaps on the activities taking place during 18F’s Eligibility Rules Service project.