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Teacher-Free Self-Training Amplifies but Does Not Compound: A Pass@$K$ Crossover on a Free-Verifier Domain
Announce Type: new Abstract: When a language model trains on its own verified outputs, does it acquire capability beyond its base, or merely get better at expressing capability the base already had? We make the question decidable with a teacher-free "constellation" -- a generator, a learned critic, and a free exact verifier -- on a FlashFill-style "trapdoor" DSL, where verified (problem, solution) pairs are cheap to synthesize, hard to invert, and free to check exactly. Everything runs on...
How Much Parallelism Is "Free"? A Principle of Near-Free Parallelism for Parallel Decoding
arXiv:2605.30851v1 Announce Type: new Abstract: Parallel decoding improves generation efficiency by processing multiple decode positions within a single decode forward, but reported speedups conflate algorithmic token utilization with the system cost of executing multiple positions. We isolate the system side by introducing Near-Free Parallelism (NFP), the maximum number of positions executable at near-free latency. Analyzing Dense FFNs, MoE FFNs, and Attention against an idle-compute...
Deadlock-free Context-free Session Types
arXiv:2506.20356v4 Announce Type: replace Abstract: We tackle the problem of statically ensuring that message-passing programs never run into deadlocks. We focus on concurrent functional programs governed by context-free session types, which can express rich tree-like structures not expressible in standard session types. We propose a new type system based on context-free session types: it enforces both protocol conformance and deadlock freedom, also for programs implementing cyclic...
Tamil Nadu's free house scheme for tribals: Who gets it, how to apply, and what it costs
As governments continue to expand housing support schemes offers for people, especially marginalised communities, Tamil Nadu has a free house construction to eligible tribal families under a dedicated welfare scheme. The state government runs a scheme called "Construction of Free Houses for Tribals" under the Adi Dravidar and Tribal Welfare Department. The scheme provides free housing to tribal communities who have already been allocated free house site pattas.
Greene King giving away free pints this World Cup - how to claim yours
Greene King giving away free pints this World Cup - how to claim yours The free drinks will be available at select Greene King, Flaming Grill, Hungry Horse and Belhaven pubs on June 11 when Mexico takes on South Africa A major UK pub chain is giving away free pints to celebrate the start of the World Cup. The free drinks will be available at select Greene King, Flaming Grill, Hungry Horse and Belhaven pubs on June 11, when Mexico takes on South Africa in the tournament’s opening match.
For gluten-free food, look to other cultures around the world | Letters
Kathryn Monk says nutritious, naturally gluten-free food is widespread in cuisines of Africa, Asia, the Middle East and South America Your article on the rising cost of gluten-free foods highlights a genuine problem (Gluten-free basics ‘now a luxury’ as price of a small branded loaf nears £4, 30 May). However, I was struck by how narrowly the discussion was framed. Much of the article focuses on the affordability and availability of gluten-free versions of bread, biscuits, breakfast cereals...
Key free pensioners TV licence update as DCMS issues 'new concessions' statement
Key free pensioners TV licence update as DCMS issues 'new concessions' statement Government officials responded saying it was considering changes after support soared for all people over 66 to be given it for free The Government has given a big update to campaigners pushing for all people who get a state pension to be given free television licences. The Department for Culture Media and Sport has issued a new statement on the issue - and admitted it was ‘keeping an open mind’ for ‘new...
Free fruit for certain Morrisons customers across next three weeks - exact dates
Free fruit for certain Morrisons customers across next three weeks - exact dates Eligible customers will be able to enjoy the free fruit on certain dates over the coming weeks Morrisons has launched a new scheme for the next few weeks, which means eligible customers can enjoy free fruit. The announcement, shared by the supermarket on Wednesday (June 10), marks a fresh giveaway for shoppers as millions of fans prepare for the FIFA World Cup. Morrisons is bringing a juicy twist to the summer's...
FIFA World Cup 2026 free-to-air live matches in Singapore: Mediacorp schedule released for 28 games
FIFA World Cup 2026 free-to-air live matches in Singapore: Mediacorp schedule released for 28 games Defending champions Argentina, five-time World Cup winners Brazil, as well as European heavyweights England, France, Germany, the Netherlands, Portugal and Spain are all set to feature in the 23 group-stage games aired live for free. SINGAPORE: From defending champion Argentina meeting Algeria in the group stage to England playing against Ghana, the schedule of the 28 free-to-air live matches...
Hong Kong and Uzbekistan press ahead with reciprocal 30-day visa-free agreement
Hong Kong and Uzbekistan press ahead with reciprocal 30-day visa-free agreement Governments begin talks on reciprocal deal to extend visa-free stays to 30 days and boost trade, tourism and regional ties Hong Kong and Uzbekistan have begun talks on a reciprocal agreement that would allow visitors from both sides visa-free access for up to 30 days. Chief Executive John Lee Ka-chiu arrived in Tashkent from Kazakhstan on Wednesday evening and met Uzbekistan’s Foreign Affairs Minister Bakhtiyor...