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No Reader Left Behind: Multi-Agent Summaries Everyone Can Understand
Announce Type: replace Abstract: The Plain Writing Act in the United States requires government documents to be accessible in clear and simple language that the general public can easily understand, yet existing summarization systems struggle to address diverse linguistic and cognitive barriers among general readers. We present NRLB (No Reader Left Behind), a multi-agent framework for plain language summarization that simulates three representative reader groups: elementary school student...
He Blew the Whistle on DOGE. Then His Brakes Were Cut
On April 14, 2025, Dan Berulis, an IT staffer at the National Labor Relations Board (NLRB), filed a Congressional whistleblower complaint with an extraordinary and urgent claim: The so-called Department of Government Efficiency (DOGE) had seemingly compromised the agency’s data and appeared to be exfiltrating it out of the NLRB entirely. Additionally, Berulis claimed that mere minutes after DOGE members had accessed the agency’s data, there appeared to be login attempts from an IP address in...
He Blew the Whistle on DOGE. Then His Brakes Were Cut
On April 14, 2025, Dan Berulis, an IT staffer at the National Labor Relations Board (NLRB), filed a Congressional whistleblower complaint with an extraordinary and urgent claim: The so-called Department of Government Efficiency (DOGE) had seemingly compromised the agency’s data and appeared to be exfiltrating it out of the NLRB entirely. Additionally, Berulis claimed that mere minutes after DOGE members had accessed the agency’s data, there appeared to be login attempts from an IP address in...