M & A Law
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$M^3$ Scaling Law: Optimizing Multi-Epoch, Multi-Lingual, and Multi-Stage Training for Low-Resource Language Models
arXiv:2410.12325v2 Announce Type: replace Abstract: In this paper, we study a fundamental design problem in pretraining Large Language Models (LLMs) for low-resource language regimes. Existing works adopt multi-epoch, multi-lingual, and multi-stage training to utilize the limited target-language corpus efficiently, but no prior scaling law can compare recipes spanning these approaches under the same compute budget $C$ and target-language corpus size $D_T$, leaving the optimal training setup...
Bodycam footage shows man fleeing DWI arrest being attacked by alligator after jumping in swamp, police say
Bodycam footage shows man fleeing DWI arrest being attacked by alligator after jumping in swamp, police say Victor Rivas suffered injuries to both arms - Bookmark A Louisiana man faces multiple charges after he allegedly fled a traffic stop, jumped into a swamp and was attacked by an alligator while attempting to evade law enforcement on Sunday evening. Victor M. Rivas, 40, of Montz, was taken into custody following a multi-agency search that required the use of drone technology to locate...
Trump to nominate Todd Blanche as US attorney general
President Donald Trump said he would move to nominate acting US Attorney General Todd Blanche on Thursday to permanently lead the Justice Department, which would make his former personal lawyer the nation’s top law enforcement officer. “He’s acting attorney general. I’m instructing Dan (Scavino) and everybody else that’s involved in that very complicated process – which is going to go, I think, very quickly – that we are going to make him permanent attorney general,” Trump said at...
Klein--Gordon and Dirac Oscillators with an Apparent Mass Induced by the Momentum-Space Dual of the Fock--Lorentz Transformations
arXiv:2606.05226v1 Announce Type: new Abstract: We propose a controlled momentum-space dual of the Fock--Lorentz (FL) transformations and use it to derive a deformed relativistic mass shell. Restricting the FL conformal factor to the cosmological-frame world line $\vx=0$, the invariant relation takes the form $(E^{2}-\vp^{2}c^{2})(1+ct/R)^{2}=m_{0}^{2}c^{4}$, which is equivalent to the standard special-relativistic dispersion law with a time-dependent apparent mass $\mapp(t)=m_{0}/(1+ct/R)$....
South Korean Forums Will Need to Scan Every Images with AI Censorship Tools
Due to recent regulation changes (전기통신사업법), the South Korean government is requiring internet communities and forum owners to scan every user uploaded images and videos on their website, by AI. The hardware to run these AI models are also not provided by government, website owners have to buy datacenter grade Nvidia GPUs by themselves, putting financial pressure to small businesses and forums. Websites will need to implement these hardware and software features, starting immediately from...
Peter Phillips' secret half-sister tipped to attend his wedding and her private life away from spotlight
Peter Phillips' secret half-sister tipped to attend his wedding and her private life away from spotlight Princess Anne's children Peter Phillips and Zara Tindall are part of one of the most famous families in the world, but few people know about their half-sister Stephanie Phillips, who has chosen a quiet life away from the Royal Family His uncle is the King, his mum is the hardest-working royal and his brother-in-law husband is a World Cup-winning rugby player turned I'm A Celebrity...
Operator charged over living conditions such as faulty urinals, damaged walls in foreign worker dormitory
Operator charged over living conditions such as faulty urinals, damaged walls in foreign worker dormitory Communal toilets at the dormitory contained a broken squatting pan, faulty urinals and a hole in a corroded ceiling, according to charge sheets. SINGAPORE: An operator has been charged over the conditions of a foreign worker dormitory in Sungei Kadut, which was found to have faulty urinals, holes in the walls and no shower curtains in a communal toilet. KT&T Engineers and Constructors...
Georgia truck-driving preacher rescues handcuffed kidnapping victim on highway
Georgia truck-driving preacher rescues handcuffed kidnapping victim on highway ‘I just see it as a divine assignment from God, because had not I been there with the dashcam ... they probably wouldn’t have caught the footage,’ Anthony J. Moore said - Bookmark A 53-year-old truck-driving preacher was driving in the right place at the right time and helped thwart an alleged kidnapping attempt. Anthony J. Moore said Thursday that he did not feel like a hero, but a “divine” tool while driving a...
Superdirectivity as a Spectral-Collision RKHS Limit
arXiv:2606.08174v1 Announce Type: new Abstract: We develop a reproducing-kernel Hilbert space interpretation of array superdirectivity based on spectral-collision limits and polynomial jet geometry. As the spacing of an $M$-element linear array tends to zero, the exponential family generated by a linear array undergoes a spectral collision, and the associated finite-dimensional subspaces converge in reproducing kernel to a polynomial jet space. Array gain equals the diagonal evaluation of...
Aspiration co-founder gets 14 years in prison
A federal judge sentenced Aspiration co-founder Joseph Sanberg, whose now-bankrupt green banking company is at the center of an NBA investigation into the LA Clippers, to 14 years in federal prison on Monday. Sanberg previously pleaded guilty to two counts of wire fraud after prosecutors said he defrauded investors and lenders out of $248 million by fraudulently obtaining loans, falsifying bank and brokerage statements, and concealing that he was the source of some revenue booked by the...