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Reinforcement Learning Elicits Contextual Learning of Unseen Language Translation

Announce Type: new Abstract: Prior work has shown that large language models (LLMs) can translate unseen or low-resource languages by undergoing continued training or even by encoding a grammar book in their context. However, both methods typically overfit specific languages, with limited zero-shot transfer at test time.

arXiv CS 5d ago

Pregnant Princess Eugenie releases unseen family photos as son turns three

Pregnant Princess Eugenie releases unseen family photos as son turns three 'You light up every room with your deep voice and infectious smile,' Princess Eugenie said in a post that celebrated her younger son Ernie's third birthday today Princess Eugenie has shared a touching social media post to her little boy Ernest as he celebrated his third birthday. Eugenie, 36, could be seen giving her little boy a big kiss in one photo, which was accompanied by other images of ‘Ernie’ playing football,...

Daily Mirror 10d ago

GenTI: Benchmarking LLMs for Autonomous IDPS Rule Generation for Unseen Attacks

Announce Type: new Abstract: Rule-based Intrusion Detection and Prevention Systems (IDPS) offer precise attack detection as well as mitigation, however their manually crafted, signature-driven rules limit adaptability to emerging and zero-day threats. Additionally, existing public datasets (e.g., CICIDS2017, UNSW-NB15) focus on traffic classification and provide little structured information to support automatic rule synthesis or prevention logic. To address this gap, we propose Generative...

arXiv CS 5d ago

Towards Truly Multilingual ASR: Generalizing Code-Switching ASR to Unseen Language Pairs

arXiv:2606.05846v1 Announce Type: new Abstract: Automatic Speech Recognition (ASR) has become a key technology for human--AI interaction. However, code-switching ASR (CS-ASR) remains particularly challenging due to the severe scarcity of multilingual CS speech resources across diverse language pairs. Existing approaches primarily improve CS-ASR performance through synthetic CS speech generation or pair-specific fine-tuning on limited bilingual datasets.

arXiv CS 5d ago

Unseen Edith Wharton short story is published more than a century later

The Men Who Saved the World, the Pulitzer winner’s lost manuscript found in Yale archives, appears in Strand magazineA never-before-published short story by Edith Wharton, the first female Pulitzer prize winner, who encapsulated the so-called gilded age of US society in bestselling novels including The Age of Innocence, received a first public airing on Friday. The Men Who Saved the World, discovered in the author’s archives at Yale University, appears in the Strand, a quarterly magazine...

The Guardian Culture 5d ago

A 3D Isovist World Model -- Revealing a City's Unseen Geometry and Its Emergent Cross-City Signature

Announce Type: replace Abstract: Embodied agents that navigate cities rely on world models that predict how their surroundings will change as they move. But for navigation, what matters is not what the buildings look like; it is where the agent can go. Most world models nonetheless predict appearance, learning how a scene looks rather than the space an agent can move through.

arXiv CS 6d ago

A 3D Isovist World Model -- Revealing a City's Unseen Geometry and Its Emergent Cross-City Signature

Announce Type: new Abstract: Embodied agents that navigate cities rely on world models that predict how their surroundings will change as they move. But for navigation, what matters is not what the buildings look like; it is where the agent can go. Most world models nonetheless predict appearance, learning how a scene looks rather than the space an agent can move through.

arXiv CS 7d ago

Unseen Edith Wharton short story is published more than a century later

The Men Who Saved the World, the Pulitzer winner’s lost manuscript found in Yale archives, appears in Strand magazineA never-before-published short story by Edith Wharton, the first female Pulitzer prize winner, who encapsulated the so-called gilded age of US society in bestselling novels including The Age of Innocence, received a first public airing on Friday. The Men Who Saved the World, discovered in the author’s archives at Yale University, appears in the Strand, a quarterly magazine...

The Guardian UK 5d ago