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arXiv:2603.19251v1 Announce Type: new Abstract: Large Language Models (LLMs) perform well in short contexts but degrade on long legal documents, often producing hallucinations such as …
arXiv:2603.19254v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used to generate financial research reports, shifting from auxiliary analytic tools to primary content …
arXiv:2603.19256v1 Announce Type: new Abstract: Bengali is spoken by over 230 million people yet remains severely under-served in automatic speech recognition (ASR) and speaker diarization …
arXiv:2603.19257v1 Announce Type: new Abstract: Real-world path planning tasks typically involve multiple constraints beyond simple route optimization, such as the number of routes, maximum route …
arXiv:2603.19261v1 Announce Type: new Abstract: Subword tokenization is a key design choice for modern language models, including large language models (LLMs), with byte- and character-level …
arXiv:2603.19267v1 Announce Type: new Abstract: Hierarchical review workflows, where a second-tier reviewer (Checker) corrects first-tier (Maker) decisions, generate valuable correction signals that encode why initial …
arXiv:2603.19269v1 Announce Type: new Abstract: Researchers face a critical choice: how to use -- or not use -- large language models in their work. Using …
arXiv:2603.19270v1 Announce Type: new Abstract: The increasing complexity of user demands necessitates automation frameworks that can reliably translate open-ended instructions into robust, multi-step workflows. Current …
arXiv:2603.19277v1 Announce Type: new Abstract: Reviews are central to how travelers evaluate products on online marketplaces, yet existing summarization research often emphasizes end-to-end quality while …
arXiv:2603.19279v1 Announce Type: new Abstract: Combating online hate speech in multilingual settings requires approaches that go beyond English-centric models and capture the cultural and linguistic …
arXiv:2603.19283v1 Announce Type: new Abstract: Motifs are non-commonplace, recurring narrative elements, often found originally in folk stories. In addition to being of interest to folklorists, …
arXiv:2603.19292v1 Announce Type: new Abstract: Collaboration is a task-oriented, high-level human behavior. In most cases, conversation serves as the primary medium for information exchange and …