Voltage-Induced Oxidation for Enhanced Purity and Reproducibility of Quantum Emission in Monolayer 2D Materials
Sung-Joon Leea, Hsun-Jen Chuang, Kathleen M. McCreary, Mehmet A. Noyan, Berend T. Jonker
https://arxiv.org/abs/2506.19659
ROBBO: An Efficient Method for Pareto Front Estimation with Guaranteed Accuracy
Roberto Boffadossi, Marco Leonesio, Lorenzo Fagiano
https://arxiv.org/abs/2506.18004
Small Encoders Can Rival Large Decoders in Detecting Groundedness
Istabrak Abbes, Gabriele Prato, Quentin Fournier, Fernando Rodriguez, Alaa Boukhary, Adam Elwood, Sarath Chandar
https://arxiv.org/abs/2506.21288 https://arxiv.org/pdf/2506.21288 https://arxiv.org/html/2506.21288
arXiv:2506.21288v1 Announce Type: new
Abstract: Augmenting large language models (LLMs) with external context significantly improves their performance in natural language processing (NLP) tasks. However, LLMs struggle to answer queries reliably when the provided context lacks information, often resorting to ungrounded speculation or internal knowledge. Groundedness - generating responses strictly supported by the context - is essential for ensuring factual consistency and trustworthiness. This study focuses on detecting whether a given query is grounded in a document provided in context before the costly answer generation by LLMs. Such a detection mechanism can significantly reduce both inference time and resource consumption. We show that lightweight, task specific encoder models such as RoBERTa and NomicBERT, fine-tuned on curated datasets, can achieve accuracy comparable to state-of-the-art LLMs, such as Llama3 8B and GPT4o, in groundedness detection while reducing inference latency by orders of magnitude. The code is available at : https://github.com/chandarlab/Hallucinate-less
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From the BC Green Party
Premier David Eby is seriously considering a fossil fuel megaproject that would sell out BC’s energy future to Donald Trump’s corporate allies.
The Prince Rupert Gas Transmission (PRGT) pipeline is backed by MAGA-linked billionaires and would transport fracked gas across Northern BC to a new LNG terminal.
Eby himself once said that we can’t keep building fossil fuel projects and still meet our climate goals. So why is his government even considering t…
Genuinely torn about this. Keeping people safe from a roving right-wing murderer does seem prudent. But I don’t want to send out the message that this is a way to get a protest cancelled.
❝The No Kings coalition that organized protests across the US today is cancelling all demonstrations in Minnesota that have not already started after two lawmakers were shot, Reuters reports.
Indivisible said on Bluesky: “Governor Walz has recommended that we cancel No Kings events across Minnesota because the individual who assassinated a Democratic lawmaker is still at large.”❞
https://www.theguardian.com/us-news/live/2025/jun/14/trump-birthday-military-parade-no-kings-protest-live-updates
The NYT appoints Ligaya Mishan and Tejal Rao as co-chief restaurant critics, part of an effort to expand starred restaurant reviews across the US, not just NYC (Katie Robertson/New York Times)
https://www.nytimes.com/2025/06/11/business/medi…
Exploring Strategies for Personalized Radiation Therapy Part II Predicting Tumor Drift Patterns with Diffusion Models
Hao Peng, Steve Jiang, Robert Timmerman
https://arxiv.org/abs/2506.17491