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arXiv:2603.18593v1 Announce Type: new Abstract: We propose a method that represents language models by log-likelihood vectors over prompt-response pairs and constructs model maps for comparing …
arXiv:2603.18611v1 Announce Type: new Abstract: Advances in social media data dissemination enable the provision of real-time information during a crisis. The information comes from different …
arXiv:2603.18612v1 Announce Type: new Abstract: We introduce DiscoPhon, a multilingual benchmark for evaluating unsupervised phoneme discovery from discrete speech units. DiscoPhon covers 6 dev and …
arXiv:2603.18620v1 Announce Type: new Abstract: We introduce Learning to Self-Evolve (LSE), a reinforcement learning framework that trains large language models (LLMs) to improve their own …
arXiv:2603.18641v1 Announce Type: new Abstract: Neural language models deployed in real-world applications must continually adapt to new tasks and domains without forgetting previously acquired knowledge. …
arXiv:2603.18750v1 Announce Type: new Abstract: The rapid proliferation of Large Language Models has significantly increased the difficulty of distinguishing between human-written and AI generated texts, …
arXiv:2603.18765v1 Announce Type: new Abstract: As large language models (LLMs) are increasingly deployed as automated graders in educational settings, concerns about fairness and bias in …
arXiv:2603.18788v1 Announce Type: new Abstract: The evolving LLM landscape requires capabilities beyond simple text generation, prioritizing multi-step reasoning, long-context understanding, and agentic workflows. This shift …
arXiv:2603.18822v1 Announce Type: new Abstract: This study presents a multi-stage classification framework for detecting human values in noisy Russian language social media, validated on a …
arXiv:2603.18863v1 Announce Type: new Abstract: Better cross-lingual alignment is often assumed to yield better cross-lingual transfer. However, explicit alignment techniques -- despite increasing embedding similarity …
arXiv:2603.18873v1 Announce Type: new Abstract: Popular language learning applications such as Duolingo use large language models (LLMs) to generate lessons for its users. Most lessons …
arXiv:2603.18879v1 Announce Type: new Abstract: Plain Language and Easy-to-Read formats in text simplification are essential for cognitive accessibility. Yet current automatic simplification and evaluation pipelines …