[4/n] We evaluate LRPO on LLaMA, Qwen, and Gemma across five multilingual benchmarks: CARE, CARE-pro, mGSM-v2, Global-MMLU-Lite, and Include-Lite. LRPO consistently improves performance; on Qwen2.5-1.5B, mGSM-v2 improves from 32.33 to 38.25 over GRPO.

[3/n] LRPO has two key components: Language router: selects rollout languages based on question context, and is updated with bandit-style learning; Policy update: uses calibrated quality rewards language consistency rewards to learn from multilingual rollout groups.

[2/n] To learn from these cross-lingual complementary signals, LRPO needs to compare multilingual rollouts fairly. We use semantic similarity to estimate answer quality, but raw scores can vary across languages even for semantically equivalent content. So we calibrate quality rewards using offline cross-lingual statistics.

Knowledge is not evenly distributed across languages. For a given question, what if better information comes from another language? 🔥 We propose Language-Routed Policy Optimization (LRPO), an online reinforcement learning framework that lets LLMs explore and learn from cross-lingual generations during training. #ICML2026

Lrpo za oko , i šta sa ovim?

Res je lrpo videti. Ja, res je najboljši predsednik vlade. Upam, da rdečkarjem ne bo uspelo bremzat

Izuzetno lrpo i korektno sročeno. U potpunosti podrẓ̌avam!

Zašto ste zamaglili tablice? Trebalo bi da se vide da ljudi lrpo mogu da olupaju i njega i auto.

_Darry Yap TALINUHAN MO TALAGA SA 2028 Rhen Escaño Yang Confidential Funds lang na accepted ng COA ang iniingay mo? tapos sa TRILLION corruption sa Gobyerno eh mas tahimik ka pa sa Career mo? Play Safe ka gaya ng mga sinuportahan mong Pulitiko. TAPUSIN MO ANG PAG-AARAL MO PARA SA SUSUNOD MAY SUSTANSYA KA NA BILANG TAO AT ARTISTA. BASAHIN MO NANG DAHAN-DAHAN PARA MAHIMASMASAN KA VP SARA DUTERTE’S ACHIEVEMENTS AS DEPED SECRETARY Contrary to the propaganda and misleading narratives circulated by political opponents such as the kakampinks and Marcos apologists, Vice President Inday Sara Duterte implemented wide-ranging reforms and programs during her tenure as DepEd Secretary. Below is a consolidated summary of her key achievements within the first year of her education reform agenda. Curriculum and Learning Reforms • Launched the MATATAG Curriculum, focusing on foundational skills and decongested learning. • Piloted the K–10 curriculum in 35 schools across 7 regions. • Implemented the National Learning Camp (2023) to address learning gaps: • 939,314 learners (Grades 7–8) • 229,036 teachers • 34,383 schools across 16 regions • Introduced Catch-Up Fridays, dedicating Fridays to reading comprehension, values education, health, and peace education. • Reviewed and revised the K–12 Program to ensure job-ready graduates. • Rolled out the National Math Program and National Science and Technology Program. Senior High School, Employability, and Industry Linkages • Enhanced Work Immersion Guidelines with pilot programs in construction, tourism, IT, agriculture, and health, upon recommendation of the Private Sector Advisory Council. • Integrated Junior and Senior High School diplomas into Levels 1 and 2 of the Philippine Qualifications Framework (PQF) to improve employability. • Established ALS micro-certification, including advocacy materials for learners, implementers, and employers. School Infrastructure and Facilities • Delivered 63 Last Mile Schools. • Built 3,637 new classrooms in 2023. • Additional classrooms: • 6,203 under construction • 811 under procurement • Completed 4,542 classroom repairs: • 3,428 ongoing repairs • 5,896 more scheduled Technology and Digital Education • Selected 25 schools for Starlink proof-of-concept testing. • Provided fiber internet to 305 schools and satellite connectivity to 2,000 public schools nationwide. • Procured and distributed: • 4,067 e-learning carts • 337 Smart TV packages • 2,366 teaching packages • 3,161 non-teaching packages • Distributed ₱8.2 billion worth of ICT equipment (laptops, Smart TVs, routers, hard drives, charging carts) to 2,455 school districts. • Launched Digi-ED 2028, DepEd’s flagship digital transformation program. • Initiated talks with Globe, Smart, Starlink, Converge, and RTC for school-wide Wi-Fi access. Environmental and Community Programs • Implemented the 236,000 Christmas Trees Project, where DepEd schools planted 2 million trees in one day, certified by Department of Environment and Natural Resources (DENR). • Established and expanded the School-Based Feeding Program. • Distributed sports supplies to 1,036 schools nationwide. Private Sector and Education Access • Laid down the Public–Private Complementarity Framework. • Assisted over 2 million private school students to reduce congestion in public schools. • Through the GASTPE Program, supported 61,000 Junior and Senior High School students in Bangsamoro Autonomous Region in Muslim Mindanao (BARMM) for SY 2023–2024. Governance, Procurement, and Transparency • Established a Procurement Strand (2023) and awarded 288 projects. • Achieved a historic Unqualified Opinion from Commission on Audit (COA) — a first in DepEd’s history. Learner Protection, Health, and Mental Well-Being • Created the Learner Rights and Protection Office (LRPO). • Reactivated 1,017 Teen Centers for health referrals. 1/2

to create such a magnum opus score for a film like this. This clip is from the film’s end credits. In my opinion, this is one of the finest film scores ever made in Indian film history, purely for its musical richness, not its loudness. PS: This score was performed by the LRPO.

Lrpo veče želim Alina draga

Tako je Duki ❤️❤️❤️ Lrpo ovde kof vas 🙏❤️❤️

Lrpo napisano.

Ne treba nam.centar Ni plej Lrpo je ovako

LE CANADA MAIS IL EST RESTÉ À LRPO DE TOUCHE PAS À MON POTE CRÉÉ GRACE À LUI ET SON COMPÈRE MELENCHON FAUDRAIT PAS L'OUBLIER CNEWS ! LE CANADA EST EN FEUX VIOLENCES ASSASSINATS VIOLS AGRESSIONS ISLAMISATION TOUT Y EST MATHIEU B. LE DIT ASSEZ SOUVENT SUR CNEWS !

Great night, a gig in aid of Zoes Place, with @IanProwse, The Zutons, Echo & the Bunnymen , @TheFarm_Peter,@petewylie and The Lightning Seeds. It was a Scouse Live Aid for a great charity. The LRPO lead by Richard Balcombe was the glue that held it all together..

Sta zajrdno? Sta je opozicika uradila zadnjih 13 godina?? Lrpo im u skupstini ,dobra primanja i? Sad bi opet da se umuvaju negde??

even when you have someone to walk lrpo

Citamo mi drugi, lrpo covek objasnio

Lrpo reče Dusko Radovic