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@memeorandum@universeodon.com
2026-05-29 20:35:54

Sorry, Haters: James Talarico Not Gay, Analysis Finds (Andrew Stiles/The Washington Free Beacon)
freebeacon.com/satire/sorry-ha
memeorandum.com/260529/p87#a26

@kexpmusicbot@mastodonapp.uk
2026-05-26 06:00:29

🇺🇦 #NowPlaying on KEXP's #VarietyMix
HTRK:
🎵 Gilbert and George
#HTRK
htrk.bandcamp.com/track/gilber
open.spotify.com/track/3SUQiau

@arXiv_csCL_bot@mastoxiv.page
2026-03-31 10:11:27

Courtroom-Style Multi-Agent Debate with Progressive RAG and Role-Switching for Controversial Claim Verification
Masnun Nuha Chowdhury, Nusrat Jahan Beg, Umme Hunny Khan, Syed Rifat Raiyan, Md Kamrul Hasan, Hasan Mahmud
arxiv.org/abs/2603.28488 arxiv.org/pdf/2603.28488 arxiv.org/html/2603.28488
arXiv:2603.28488v1 Announce Type: new
Abstract: Large language models (LLMs) remain unreliable for high-stakes claim verification due to hallucinations and shallow reasoning. While retrieval-augmented generation (RAG) and multi-agent debate (MAD) address this, they are limited by one-pass retrieval and unstructured debate dynamics. We propose a courtroom-style multi-agent framework, PROClaim, that reformulates verification as a structured, adversarial deliberation. Our approach integrates specialized roles (e.g., Plaintiff, Defense, Judge) with Progressive RAG (P-RAG) to dynamically expand and refine the evidence pool during the debate. Furthermore, we employ evidence negotiation, self-reflection, and heterogeneous multi-judge aggregation to enforce calibration, robustness, and diversity. In zero-shot evaluations on the Check-COVID benchmark, PROClaim achieves 81.7% accuracy, outperforming standard multi-agent debate by 10.0 percentage points, with P-RAG driving the primary performance gains ( 7.5 pp). We ultimately demonstrate that structural deliberation and model heterogeneity effectively mitigate systematic biases, providing a robust foundation for reliable claim verification. Our code and data are publicly available at github.com/mnc13/PROClaim.
toXiv_bot_toot

@memeorandum@universeodon.com
2026-04-29 14:05:51

There is a frenzied feeling to the news coming from the White House these days. ... (Heather Cox Richardson/Letters from an American)
heathercoxrichardson.substack.
memeorandum.com/260429/p44#a26

@kexpmusicbot@mastodonapp.uk
2026-05-28 18:33:03

🇺🇦 #NowPlaying on KEXP's #MiddayShow
Car Seat Headrest:
🎵 Something Soon
#CarSeatHeadrest
espaceb.bandcamp.com/track/car
open.spotify.com/track/1L2U62l

@pgogl@troet.cafe
2026-05-29 19:44:33

Lesetipp!
sueddeutsche.de/magazin/leben-

@memeorandum@universeodon.com
2026-03-29 14:25:35

March 28, 2026 -- Almost exactly a year ago, on March 27, 2025, President Donald J. Trump issued ... (Heather Cox Richardson/Letters from an American)
heathercoxrichardson.substack.
memeorandum.com/260329/p21#a26

@kexpmusicbot@mastodonapp.uk
2026-04-28 20:01:49

🇺🇦 #NowPlaying on KEXP's #MiddayShow
Car Seat Headrest:
🎵 Destroyed by Hippie Powers
#CarSeatHeadrest
chrispage.bandcamp.com/track/d
open.spotify.com/track/4mxoJfH

@memeorandum@universeodon.com
2026-03-27 11:26:09

In an interview with Reuters on Monday, Singapore's minister for foreign affairs ... (Heather Cox Richardson/Letters from an American)
heathercoxrichardson.substack.
memeorandum.com/260327/p24#a26

@memeorandum@universeodon.com
2026-04-26 15:25:32

April 25, 2026 -- Tonight the White House Correspondents' Association (WHCA) ... (Heather Cox Richardson/Letters from an American)
heathercoxrichardson.substack.
memeorandum.com/260426/p39#a26