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Progress-SQL: Improving Reinforcement Learning for Text-to-SQL via Progressive Rewards
Announce Type: new Abstract: Reinforcement learning has recently shown promise in improving large language models for Text-to-SQL generation, yet existing methods typically optimize one-shot rewards defined over a single SQL state. Such rewards provide limited guidance for iterative SQL correction and are insufficient to capture the improvement of multi-turn SQL refinement. In this paper, we propose Progress-SQL, a multi-turn reinforcement learning framework with progressive rewards for...
See, Plan, Rewind: Progress-Aware Vision-Language-Action Models for Robust Robotic Manipulation
arXiv:2603.09292v2 Announce Type: replace Abstract: Measurement of task progress through explicit, actionable milestones is critical for robust robotic manipulation. This progress awareness enables a model to ground its current task status, anticipate verifiable intermediate states, and detect and recover from failures when progress stalls. To embody this capability, we introduce \textbf{S}ee, \textbf{P}lan, \textbf{R}ewind (SPR), a progress-aware vision-language-action framework that...
Wildfires are reversing America's progress on ozone pollution
Wildfires are reversing America's progress on ozone pollution Lisa Lock Scientific Editor Andrew Zinin Lead Editor For decades, the United States made steady progress in reducing surface ozone pollution, the main ingredient in smog. But that progress—made as vehicles, industries, and power sources became cleaner—is increasingly being overshadowed by a different and growing source of ozone pollution: wildfires. Our team of atmospheric and wildfire scientists analyzed wildfires' contribution...
Iran FM says 'no tangible progress' in talks but Trump says deal close
Iran FM says 'no tangible progress' in talks but Trump says deal close Despite comments by Iran's foreign minister Abbas Araghchi that "no tangible progress" had been made in negotiations, US President Donald Trump told reporters at the White House that the Iran talks could yield a result "over the weekend". TEHRAN: Iran's foreign minister said on Wednesday (Jun 3) that "no tangible progress" has been made in negotiations to end the Middle East war as fresh US and Iranian strikes strained a...
Popular joint supplement glucosamine linked to faster Alzheimer’s progression
Popular joint supplement glucosamine linked to faster Alzheimer’s progression - Date: - June 10, 2026 - Source: - UF Health - Summary: - A major study suggests glucosamine, a popular supplement for joint pain, could be linked to faster progression from mild cognitive impairment to Alzheimer’s disease. Researchers found a 25% higher likelihood of developing dementia among glucosamine users and uncovered biological clues that may explain why. - Share: A widely used supplement marketed for...
Cell-type Specific Alteration of Dicer1 Accelerates Tumor Progression in Mouse Models of KRAS-driven Lung Adenocarcinoma
MicroRNAs (miRNAs) have been widely implicated in cancer initiation and progression, yet examination of the effects of global miRNA disruption on these processes has been limited. We developed novel genetically engineered mouse models of Kras-driven pulmonary adenocarcinoma (LUAD) with cell-type-specific disruption of miRNA biosynthesis via Dicer1 allele deletion, which exhibit significant differences in tumor progression rates and expected survival. Dicer1 is an RNase III enzyme that is...
Subspace-Decomposed JEPAs: Disentangling Progression and Content in Latent World Models
arXiv:2605.31111v1 Announce Type: new Abstract: Joint-Embedding Predictive Architectures (JEPAs) learn compact latent world models by predicting future embeddings, but no single coordinate of the latent is designated to encode task progression. We carve the JEPA latent into two orthogonal subspaces with disjoint roles: a low-dimensional progression subspace shaped by a cosine-margin triplet loss, and a high-dimensional content subspace regularised by the existing SIGReg objective of LeWM. We...
Iran says no 'tangible progress' in war talks, Trump says deal close
Iran says no 'tangible progress' in war talks, Trump says deal close Iran's foreign minister said on Wednesday that negotiations to end the Middle East war had made "no tangible progress" after fresh US and Iranian strikes tested a fragile ceasefire. Kuwaiti officials said an Iranian drone strike on Kuwait International Airport killed one person and wounded 63, while President Donald Trump said talks could produce a breakthrough "over the weekend." Iran's foreign minister said Wednesday that...
Iran FM says 'no tangible progress' in talks but Trump says deal close
Iran FM says 'no tangible progress' in talks but Trump says deal close TEHRAN: Iran's foreign minister said Wednesday (Jun 3) that "no tangible progress" has been made in negotiations to end the Middle East war as fresh US and Iranian strikes strained a fragile ceasefire. Kuwaiti officials said the renewed hostilities included an Iranian drone strike on a passenger terminal at Kuwait international airport that killed one person and wounded 63.
Cape Verde's progress to World Cup is much more than fairytale
Cape Verde's progress to World Cup is much more than fairytale June 2 : Cape Verde are the only African newcomers in this year's World Cup and with a population of around 600,000 are the third smallest nation to qualify in the tournament’s long history. But with a squad drawn from the island nation’s large diaspora, they have been competitive for more than a decade and their progress to the finals is less of a fairytale than portrayed. They will kick off against European champions Spain on...