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#uspol

DiFaR: Enhancing Multimodal Misinformation Detection with Diverse, Factual, and Relevant Rationales
Herun Wan, Jiaying Wu, Minnan Luo, Xiangzheng Kong, Zihan Ma, Zhi Zeng
https://arxiv.org/abs/2508.10444

DiFaR: Enhancing Multimodal Misinformation Detection with Diverse, Factual, and Relevant Rationales
Generating textual rationales from large vision-language models (LVLMs) to support trainable multimodal misinformation detectors has emerged as a promising paradigm. However, its effectiveness is fundamentally limited by three core challenges: (i) insufficient diversity in generated rationales, (ii) factual inaccuracies due to hallucinations, and (iii) irrelevant or conflicting content that introduces noise. We introduce DiFaR, a detector-agnostic framework that produces diverse, factual, and r…

A factual statement from the President:
“Smart people don’t like me.”
https://bsky.app/profile/distillsocial.bsky.social/post/3lysvqa56k22h

Distill Social (@distillsocial.bsky.social)
A factual statement from the President. “Smart people don’t like me.” - Trump 👇

Revealed: Trump letter to UCLA littered with grammatical and factual errors - Alternet.org
https://www.alternet.org/trump-letter-ucla/

@… ich gehe eher selten auf größere Veranstaltungen und meide die großen Cons. Für mich ist die perfekte Con klein (< 50), hat einen Fokus auf eine Spielart, ich kenne wenigstens ein paar Teilnehmende, sie bietet Raum für Spontanität, erfordert wenig Vorplanung/Festlegung durch mich und sie geht achtsam mit allen Teilnehmenden um

Fischadlergefiederpflege

My wife's not a SF person, but yesterday she had a far-reaching decision to make, so I persuaded her to watch Tapestry—the TNG episode where Q gives Picard the "It's a Wonderful Life" treatment. It made an impression! @… #StarTrek

ReviewRL: Towards Automated Scientific Review with RL
Sihang Zeng, Kai Tian, Kaiyan Zhang, Yuru wang, Junqi Gao, Runze Liu, Sa Yang, Jingxuan Li, Xinwei Long, Jiaheng Ma, Biqing Qi, Bowen Zhou
https://arxiv.org/abs/2508.10308

ReviewRL: Towards Automated Scientific Review with RL
Peer review is essential for scientific progress but faces growing challenges due to increasing submission volumes and reviewer fatigue. Existing automated review approaches struggle with factual accuracy, rating consistency, and analytical depth, often generating superficial or generic feedback lacking the insights characteristic of high-quality human reviews. We introduce ReviewRL, a reinforcement learning framework for generating comprehensive and factually grounded scientific paper reviews.…

Mittlerweile stehen fünf Autos am Teichufer, aus denen dem Fischadler zugesehen wird, der mit einem recht großen, nunmehr toten Fisch am "Fischen verboten"-Schild sitzt.

Der Falke saß auf dem Schild "Jagen verboten", während der Fischadler auf dem Schild "Fischen verboten" saß. sensing patterns!