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Academic · 약 1분

Annotation-Efficient Vision-Language Model Adaptation to the Polish Language Using the LLaVA Framework

arXiv:2602.14073v1 Announce Type: new Abstract: Most vision-language models (VLMs) are trained on English-centric data, limiting their performance in other languages and cultural contexts. This restricts …

Grzegorz Statkiewicz, Alicja Dobrzeniecka, Karolina Seweryn, Aleksandra Krasnod\k{e}bska, Karolina Piosek, Katarzyna Bogusz, Sebastian Cygert, Wojciech Kusa

조회수 58회 02.18

Academic · 약 1분

GTS: Inference-Time Scaling of Latent Reasoning with a Learnable Gaussian Thought Sampler

arXiv:2602.14077v1 Announce Type: new Abstract: Inference-time scaling (ITS) in latent reasoning models typically introduces stochasticity through heuristic perturbations, such as dropout or fixed Gaussian noise. …

Minghan Wang, Ye Bai, Thuy-Trang Vu, Ehsan Shareghi, Gholamreza Haffari

조회수 68회 02.18

Academic · 약 1분

Empty Shelves or Lost Keys? Recall Is the Bottleneck for Parametric Factuality

arXiv:2602.14080v1 Announce Type: new Abstract: Standard factuality evaluations of LLMs treat all errors alike, obscuring whether failures arise from missing knowledge (empty shelves) or from …

Nitay Calderon, Eyal Ben-David, Zorik Gekhman, Eran Ofek, Gal Yona

조회수 55회 02.18

Academic · 약 1분

CCiV: A Benchmark for Structure, Rhythm and Quality in LLM-Generated Chinese \textit{Ci} Poetry

arXiv:2602.14081v1 Announce Type: new Abstract: The generation of classical Chinese \textit{Ci} poetry, a form demanding a sophisticated blend of structural rigidity, rhythmic harmony, and artistic …

Shangqing Zhao, Yupei Ren, Yuhao Zhou, Xiaopeng Bai, Man Lan

조회수 62회 02.18

Academic · 약 1분

Character-aware Transformers Learn an Irregular Morphological Pattern Yet None Generalize Like Humans

arXiv:2602.14100v1 Announce Type: new Abstract: Whether neural networks can serve as cognitive models of morphological learning remains an open question. Recent work has shown that …

Akhilesh Kakolu Ramarao, Kevin Tang, Dinah Baer-Henney

조회수 55회 02.18

Academic · 약 1분

A Multi-Agent Framework for Medical AI: Leveraging Fine-Tuned GPT, LLaMA, and DeepSeek R1 for Evidence-Based …

arXiv:2602.14158v1 Announce Type: new Abstract: Large language models (LLMs) show promise for healthcare question answering, but clinical use is limited by weak verification, insufficient evidence …

Naeimeh Nourmohammadi, Md Meem Hossain, The Anh Han, Safina Showkat Ara, Zia Ush Shamszaman

조회수 75회 02.18

Academic · 약 1분

Index Light, Reason Deep: Deferred Visual Ingestion for Visual-Dense Document Question Answering

arXiv:2602.14162v1 Announce Type: new Abstract: Existing multimodal document question answering methods universally adopt a supply-side ingestion strategy: running a Vision-Language Model (VLM) on every page …

Tao Xu

조회수 58회 02.18

Academic · 약 1분

Knowing When Not to Answer: Abstention-Aware Scientific Reasoning

arXiv:2602.14189v1 Announce Type: new Abstract: Large language models are increasingly used to answer and verify scientific claims, yet existing evaluations typically assume that a model …

Samir Abdaljalil, Erchin Serpedin, Hasan Kurban

조회수 39회 02.18

Academic · 약 1분

We can still parse using syntactic rules

arXiv:2602.14238v1 Announce Type: new Abstract: This research introduces a new parsing approach, based on earlier syntactic work on context free grammar (CFG) and generalized phrase …

Ghaly Hussein

조회수 49회 02.18

Academic · 약 1분

AD-Bench: A Real-World, Trajectory-Aware Advertising Analytics Benchmark for LLM Agents

arXiv:2602.14257v1 Announce Type: new Abstract: While Large Language Model (LLM) agents have achieved remarkable progress in complex reasoning tasks, evaluating their performance in real-world environments …

Lingxiang Hu, Yiding Sun, Tianle Xia, Wenwei Li, Ming Xu, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang

조회수 70회 02.18

Academic · 약 1분

Detecting LLM Hallucinations via Embedding Cluster Geometry: A Three-Type Taxonomy with Measurable Signatures

arXiv:2602.14259v1 Announce Type: new Abstract: We propose a geometric taxonomy of large language model hallucinations based on observable signatures in token embedding cluster structure. By …

Matic Korun

조회수 49회 02.18

Academic · 약 1분

STATe-of-Thoughts: Structured Action Templates for Tree-of-Thoughts

arXiv:2602.14265v1 Announce Type: new Abstract: Inference-Time-Compute (ITC) methods like Best-of-N and Tree-of-Thoughts are meant to produce output candidates that are both high-quality and diverse, but …

Zachary Bamberger, Till R. Saenger, Gilad Morad, Ofra Amir, Brandon M. Stewart, Amir Feder

조회수 24회 02.18

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