arXiv:2510.05092v3 Announce Type: replace-cross Abstract: Finetuning (pretrained) language models is a standard approach for updating their internal parametric knowledge and...

arXiv:2510.18288v1 Announce Type: new Abstract: Braille plays a vital role in education and information accessibility for visually impaired individuals. However,...

arXiv:2510.12997v2 Announce Type: replace-cross Abstract: Test-time scaling has enabled Large Language Models (LLMs) with remarkable reasoning capabilities, particularly in mathematical...

arXiv:2510.17115v1 Announce Type: new Abstract: Language models trained with a fixed vocabulary struggle to generalize to novel or out-of-vocabulary words,...

arXiv:2507.00432v2 Announce Type: replace-cross Abstract: Math reasoning has become the poster child of progress in large language models (LLMs), with...

arXiv:2510.09211v2 Announce Type: replace Abstract: When performing reasoning tasks with user-specific requirements, such as strict output formats, large language models...

arXiv:2510.15313v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly applied to creative domains, yet their performance in classical...

arXiv:2510.15545v1 Announce Type: new Abstract: Accelerating the inference of large language models (LLMs) has been a critical challenge in generative...