Florida's housing market is flashing a warning for the rest of the US Now scientists redefine'obese' - and they've made up to 60% more people'fat' Skip Bayless claims Travis Hunter has'mentally checked out' after he opted to get baptized on morning of a game'You will DIE if you do not remove your breasts', doctors screamed at me. I refused and tried a new experimental therapy instead... now I'm cancer-free Police say they have FOUND woman seen in viral'kidnapping' video and reveal what happened to her after harrowing footage emerged Bella Hadid's health battle takes dark turn: Loved ones reveal hellish new details about'missing' model... as ominous texts emerge The world's most powerful passport revealed - as UK and USA both drop to record lows Unmasked after 80 years - the Nazi executioner in infamous WWII photo: Historian uses AI to uncover identity of killer in'The Last Jew of Vinnytsia' image Will Trump's Gaza peace deal fail? Policy expert MARK DUBOWITZ breaks down all the forces at play... and how the president can actually pull this off America's most renowned'prophet' makes startling prediction about alien'mothership' Kim Kardashian says she wasn't'emotionally or financially safe' during'toxic' marriage to Kanye West as she claims rapper hasn't contacted their children for MONTHS and has destroyed her dating life Every woman I date has the same repulsive bedroom kink... it feels so wrong, but I always say yes: DEAR JANE'Pathetic' JD Vance slammed for'cheap' reaction to racist texts as Young Republicans spark Trump world crisis Ugly divorce war between Mitt Romney's wealthy brother and estranged wife before she was found dead Full horrors of torture suffered by Noa Argamani's commando boyfriend are revealed - including how 6ft 5in hostage was beaten and kept chained in 6ft cell for a year after he tried to escape from Hamas Mother, 52, and daughter, 21, die after eating'poisoned birthday cake delivered by relative who owed them money' in Brazil I had 30 debilitating symptoms but doctors dismissed me. America's most renowned'prophet' makes startling prediction about alien'mothership' READ MORE: Precise date interstellar visitor will reveal itself as'alien mothership' or comet confirmed A Christian pastor who accurately foresaw the assassination attempt on Donald Trump three months prior has shared a new vision about a threat in the sky. Brandon Biggs claimed that God showed him a vision of an ' alien ' ship flying over the Vatican and Mayan temples in Mexico .

My mansion creeps 17 inches closer to the ocean every week... but I refuse to leave Police say they have FOUND woman seen in viral'kidnapping' video and reveal what happened to her after harrowing footage emerged Why tonsil stones are behind your bad breath: Foul-smelling'pebbles' of rotting food and bacteria are lurking in your throat. In heartbreaking sit down, Fox News' Harris Faulkner reveals her last talk with Charlie Kirk... and the change she saw in him before his death Bella Hadid's heath battle takes dark turn: Loved ones reveal hellish new details about'missing' model... as ominous texts emerge The world's most powerful passport revealed - as UK and USA both drop to record lows Unmasked after 80 years - the Nazi executioner in infamous WWII photo: Historian uses AI to uncover identity of killer in'The Last Jew of Vinnytsia' image MARK DUBOWITZ: I've uncovered the Muslim Brotherhood plot to sabotage Trump's peace deal'Pathetic' JD Vance slammed for'cheap' reaction to racist texts as Young Republicans spark Trump world crisis Kim Kardashian says she wasn't'emotionally or financially safe' during'toxic' marriage to Kanye West as she claims rapper hasn't contacted their children for MONTHS and has destroyed her dating life Every woman I date has the same repulsive bedroom kink... it feels so wrong, but I always say yes: DEAR JANE Jason Kelce speaks out after'brutal comments' about Bad Bunny's Super Bowl halftime show go viral Victoria's Secret Fashion Show 2025: Brand back to'super sexy' with Irina Shayk and Emily Ratajkowski after going'woke' Full horrors of torture suffered by Noa Argamani's commando boyfriend are revealed - including how 6ft 5in hostage was beaten and kept chained in 6ft cell for a year after he tried to escape from Hamas Mother, 52, and daughter, 21, die after eating'poisoned birthday cake delivered by relative who owed them money' in Brazil I had 30 debilitating symptoms but doctors dismissed me. Ellen Greenberg's ex breaks his silence after court hearing rules her 20-stab-wound death was'suicide'... see inside his plush new life Ugly divorce war between Mitt Romney's wealthy brother and estranged wife before she was found dead READ MORE: Apple has rebranded its TV service as part of a'new identity' It's barely been a month since Apple released its latest generation of iPhones, but the tech giant has already released three new products. In an unexpected launch, Apple has unveiled new models of the iPad Pro, MacBook Pro, and Vision Pro - which are all now available to pre-order. All of the new devices feature the M5 chip, Apple's latest and most powerful in-house processor.

'Pathetic' JD Vance slammed for'cheap' reaction to racist texts as Young Republicans spark Trump world crisis Police say they have FOUND woman seen in viral'kidnapping' video and reveal what happened to her after harrowing footage emerged Jason Kelce speaks out after'brutal comments' about Bad Bunny's Super Bowl halftime show go viral Trump's greatest fear for Gaza: Trusted White House policy expert MARK DUBOWITZ breaks down how peace deal will fail Kim Kardashian says she wasn't'emotionally or financially safe' during'toxic' marriage to Kanye West as she claims rapper hasn't contacted their children for MONTHS and has destroyed her dating life The world's most powerful passport revealed - as UK and USA both drop to record lows Unmasked after 80 years - the Nazi executioner in infamous WWII photo: Historian uses AI to uncover identity of killer in'The Last Jew of Vinnytsia' image Every woman I date has the same repulsive bedroom kink... it feels so wrong, but I always say yes: ...

'Pathetic' JD Vance slammed for'cheap' reaction to racist texts as Young Republicans spark Trump world crisis Jason Kelce speaks out after brutal comments about Bad Bunny's Super Bowl halftime show go viral The world's most powerful passport revealed - as UK and USA both drop to record lows Behind the scenes at Time as laughing staff picked Trump's'worst' photo: 'It's not Vogue' Meghan Markle compares herself to the Obamas as she tries to put a positive spin on her Netflix woes... and takes another apparent jab at Royal family Los Angeles sparks fury as it declares state of emergency to combat ICE crackdowns: 'A middle finger to the law' Every woman I date has the same repulsive bedroom kink... it feels so wrong, but I always say yes: DEAR JANE Ellen Greenberg's ex breaks his silence after court hearing rules her 20-stab-wound death was'suicide'... see inside his plush new life The truth about Dan and Phil's secret relationship - and exactly why they kept it hidden for so long: ...

'Pathetic' JD Vance slammed for'cheap' reaction to racist texts as Young Republicans spark Trump world crisis Jason Kelce speaks out after brutal comments about Bad Bunny's Super Bowl halftime show go viral The world's most powerful passport revealed - as UK and USA both drop to record lows Behind the scenes at Time as laughing staff picked Trump's'worst' photo: 'It's not Vogue' Meghan Markle compares herself to the Obamas as she tries to put a positive spin on her Netflix woes... and takes another apparent jab at Royal family Los Angeles sparks fury as it declares state of emergency to combat ICE crackdowns: 'A middle finger to the law' Every woman I date has the same repulsive bedroom kink... it feels so wrong, but I always say yes: DEAR JANE Ellen Greenberg's ex breaks his silence after court hearing rules her 20-stab-wound death was'suicide'... see inside his plush new life The truth about Dan and Phil's secret relationship - and exactly why they kept it hidden for so long: Insiders reveal to MOLLY CLAYTON the sad fears that plagued the couple and the'ring of trust' they relied on Unmasked after 80 years - the Nazi executioner in infamous WWII photo: Historian uses AI to uncover identity of killer in'The Last Jew of Vinnytsia' image ISIS fanatics'slit the throats of 19 people' and burn down their houses in horrific new Congo massacre Disturbing revelations about Mitt Romney's lovelorn sister-in-law after she was found dead at bottom of parking garage Britney Spears' son Jayden, 19, surfaces after dad Kevin Federline's disturbing knife claim Full horrors of torture suffered by Noa Argamani's commando boyfriend are revealed - including how 6ft 5in hostage was beaten and kept chained in 6ft cell for a year after he tried to escape from Hamas Michelle Obama's snide comment about Barack's parenting as divorce rumors continue to swirl Kim Kardashian says she wasn't'emotionally or financially safe' during'toxic' marriage to Kanye West as she claims rapper hasn't contacted their children for MONTHS and has destroyed her dating life Prince William makes VERY cheeky remark as he and Kate Middleton bake potato apple bread during Northern Ireland visit (and her attempt is flawless first time!) Aspiring California Governor Katie Porter admits she is a bully then shows ANOTHER flash of impatience at reporter's questions Flat Earthers have travelled to Antarctica and even attempted to fly to space in homemade rockets in their quest to prove the world is really a flat disc. But you don't need to go anywhere near as far to prove that they are wrong. As one citizen scientist recently showed, you can prove that the world is round without leaving the comfort of your own home. All you need is a security camera, a garage, and some time to pull off this elegant experiment yourself.

'Pathetic' JD Vance slammed for'cheap' reaction to racist texts as Young Republicans spark Trump world crisis Meghan Markle compares herself to the Obamas as she tries to put a positive spin on her Netflix woes... and takes another apparent jab at Royal family Jason Kelce speaks out after brutal comments about Bad Bunny's Super Bowl halftime show go viral Behind the scenes at Time as laughing staff picked Trump's'worst' photo: 'It's not Vogue' Los Angeles sparks fury as it declares state of emergency to combat ICE crackdowns: 'A middle finger to the law' Every woman I date has the same repulsive bedroom kink... it feels so wrong, but I always say yes: DEAR JANE Michelle Obama's snide comment about Barack's parenting as divorce rumors continue to swirl Ellen Greenberg's ex breaks his silence after court hearing rules her 20-stab-wound death was'suicide'... see inside his plush new life The truth about Dan and Phil's secret relationship - and exactly why they kept it hidden for so long: Insiders reveal to MOLLY CLAYTON the sad fears that plagued the couple and the'ring of trust' they relied on Prince William makes VERY cheeky remark as he and Kate Middleton bake potato apple bread during Northern Ireland visit (and her attempt is flawless first time!) Disturbing revelations about Mitt Romney's lovelorn sister-in-law after she was found dead at bottom of parking garage Britney Spears' son Jayden, 19, surfaces after dad Kevin Federline's disturbing knife claim Full horrors of torture suffered by Noa Argamani's commando boyfriend are revealed - including how 6ft 5in hostage was beaten and kept chained in 6ft cell for a year after he tried to escape from Hamas The world's most powerful passport revealed - as UK and USA both drop to record lows The moment I looked into the eyes of a hostage's brother on the Gaza frontlines... and felt the enormous shift Body returned to Israel'is NOT an Israeli hostage': Hamas is accused of fresh insult after'tests show one set of remains was a Gazan' - after Trump'violently' threatened the terror group Benjamin Netanyahu appears in court to face corruption charges - after Trump told the Knesset: 'Cigars and champagne, who the hell cares about that? Why don't you give him a pardon' Police issue warning over'stupid and dangerous' TikTok trend that sees teens using AI to pretend a homeless person has broken into their house From the bizarre'barefoot everywhere challenge' to the rise of so-called'Sephora Kids', TikTok has given rise to many baffling trends. But the latest trend sweeping the social media platform has been dubbed'stupid and dangerous' by police. The trend sees teens using artificial intelligence ( AI) to pretend a homeless person has broken into their home.

Text analytics has traditionally required specialized knowledge in Natural Language Processing (NLP) or text analysis, which presents a barrier for entry-level analysts. Recent advances in large language models (LLMs) have changed the landscape of NLP by enabling more accessible and automated text analysis (e.g., topic detection, summarization, information extraction, etc.). We introduce VIDEE, a system that supports entry-level data analysts to conduct advanced text analytics with intelligent agents. VIDEE instantiates a human-agent collaroration workflow consisting of three stages: (1) Decomposition, which incorporates a human-in-the-loop Monte-Carlo Tree Search algorithm to support generative reasoning with human feedback, (2) Execution, which generates an executable text analytics pipeline, and (3) Evaluation, which integrates LLM-based evaluation and visualizations to support user validation of execution results. We conduct two quantitative experiments to evaluate VIDEE's effectiveness and analyze common agent errors. A user study involving participants with varying levels of NLP and text analytics experience -- from none to expert -- demonstrates the system's usability and reveals distinct user behavior patterns. The findings identify design implications for human-agent collaboration, validate the practical utility of VIDEE for non-expert users, and inform future improvements to intelligent text analytics systems.

Abstract--Recent studies have revealed the potential of training open-source Large Language Models (LLMs) to unleash LLMs' reasoning ability for enhancing vision-language navigation (VLN) performance, and simultaneously mitigate the domain gap between LLMs' training corpus and the VLN task. However, these approaches predominantly adopt straightforward input-output mapping paradigms, causing the mapping learning difficult and the navigational decisions unexplainable. Chain-of-Thought (CoT) training is a promising way to improve both navigational decision accuracy and interpretability, while the complexity of the navigation task makes the perfect CoT labels unavailable and may lead to overfitting through pure CoT supervised fine-tuning. T o address these issues, we propose EvolveNav, a novel sElf-improving embodied reasoning paradigm that realizes adaptable and generalizable navigational reasoning for boosting LLM-based vision-language Navigation. Specifically, EvolveNav involves a two-stage training process: (1) Formalized CoT Supervised Fine-T uning, where we train the model with curated formalized CoT labels to first activate the model's navigational reasoning These two authors contribute equally to this work. Bokui Chen, Cewu Lu, and Xiaodan Liang are the corresponding authors. Bingqian Lin and Cewu Lu are with Shanghai Jiao T ong University, Shanghai, China. Y unshuang Nie, Khun Loun Zai, and Ziming Wei are with Shenzhen Campus of Sun Y at-sen University, Shenzhen, China. Xiaodan Liang is with Shenzhen Campus of Sun Y at-sen University, Shenzhen, China, Peng Cheng Laboratory, Guangdong Key Laboratory of Big Data Analysis and Processing, Guangzhou, 510006, China. Bokui Chen is with T singhua Shenzhen International Graduate School, T singhua University, China. Mingfei Han is with the Department of Computer Vision, Mohamed Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE.

Cross-silo federated learning (FL) is a promising approach to enable cross-organization collaboration in machine learning model development without directly sharing private data. Despite growing organizational interest driven by data protection regulations such as GDPR and HIPAA, the adoption of cross-silo FL remains limited in practice. In this paper, we conduct an interview study to understand the practical challenges associated with cross-silo FL adoption. With interviews spanning a diverse set of stakeholders such as user organizations, software providers, and academic researchers, we uncover various barriers, from concerns about model performance to questions of incentives and trust between participating organizations. Our study shows that cross-silo FL faces a set of challenges that have yet to be well-captured by existing research in the area and are quite distinct from other forms of federated learning such as cross-device FL. We end with a discussion on future research directions that can help overcome these challenges.

The current trend in information extraction (IE) is to rely extensively on large language models, effectively discarding decades of experience in building symbolic or statistical IE systems. This paper compares a neuro-symbolic (NS) and an LLM-based IE system in the agricultural domain, evaluating them on nine interviews across pork, dairy, and crop subdomains. The LLM-based system outperforms the NS one (F1 total: 69.4 vs. 52.7; core: 63.0 vs. 47.2), where total includes all extracted information and core focuses on essential details. However, each system has trade-offs: the NS approach offers faster runtime, greater control, and high accuracy in context-free tasks but lacks generalizability, struggles with contextual nuances, and requires significant resources to develop and maintain. The LLM-based system achieves higher performance, faster deployment, and easier maintenance but has slower runtime, limited control, model dependency and hallucination risks. Our findings highlight the "hidden cost" of deploying NLP systems in real-world applications, emphasizing the need to balance performance, efficiency, and control.