LARK
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LARK: Learnability-Grounded Trajectory Selection for Efficient Reasoning Distillation
Announce Type: new Abstract: We study trajectory selection for reasoning distillation, where teacher-generated reasoning trajectories are selectively used as supervision for a student model. Existing methods rely on heuristics such as trajectory quality or model confidence, but they often overlook whether a trajectory is learnable by the student. In this paper, we present LARK, a learnability-grounded method for reasoning trajectory selection.
A London Lark Rising: the story of the people and places of the East India Company
The bustle and fine architecture of the City of London speak of wealth and history. Some would say pride too, although in an age afflicted by the moral obscenity of billionaires, no one can be unaware that the accumulation of extravagant riches is rarely a commendable process. This grubby truth is at the heart of A London Lark Rising, a play that takes its audience on a walking tour through the City.
Five ways to prevent mould in your home and the best ways to clean it
Five ways to prevent mould in your home and the best ways to clean it Wed 3 Jun 2026 at 12:29pm Winter is here, and with it comes the increased risk of mould in homes, particularly in colder parts of the country. And although often dismissed as an issue to be dealt with later, mould can quickly get out of hand and can also pose a health risk. To prevent mould growing in your home, it helps to understand what it is and what it needs to survive.
Celebrity birthdays for the week of June 14-20 includes Paul McCartney, Paula Abdul and Ice Cube
Celebrity birthdays for the week of June 14-20 includes Paul McCartney, Paula Abdul and Ice Cube Celebrities having birthdays during the week of June 14-20 includes musician Paul McCartney, rapper-actor Ice Cube and “Roseanne” actor Laurie Metcalf - Bookmark Celebrity birthdays for the week of June 14-20: June 14: Actor Marla Gibbs is 95. Singer Rod Argent of The Zombies and Argent is 81. Singer Janet Lennon of The Lennon Sisters is 80.
Tragic death of England World Cup hero's son and how he copes - 'I wear some of his clothes’
EXCLUSIVE: Tragic death of England World Cup hero's son and how he copes - 'I wear some of his clothes’ Terry Butcher is known as one of England's best ever captains, but the defensive titan has confronted his own grief in a documentary about his football career and family tragedy Terry Butcher rolls his eyes when he is labelled a hero - he reserves such a tag for people like his late son Chris. On October 16, 2017, the former England captain's life changed forever. As he did every morning,...
MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation
arXiv:2606.02470v1 Announce Type: new Abstract: The Model Context Protocol (MCP) has emerged as a transformative standard for connecting large language models (LLMs) with external data sources and tools, and has been rapidly adopted across personal applications and development platforms. However, existing benchmarks predominantly focus on generic information-seeking tools and fail to capture the practical challenges posed by personal social applications, where tools interact with individual...