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The VerbaNexAI submissions to LongEval-RAG suggest that, under tight local-compute constraints, researchers should optimize evidence selection and answer style jointly rather than independently.
Bacterial morphology assessment from Gram-stained microscopy is a relevant visual task in clinical microbiology, especially in ROI-based datasets where multiple regions may originate from the same image. This study focuses on leakage-controlled morphology classification, treating Gram status as contextual information b...
To identify the operational practices of logistics service providers delivering to e-commerce stores, in order to determine their key challenges and assess the economic feasibility of using low-cost electric vehicles. Operational logistics requirements were identified through interviews with two fleet planne...
This study presents a LLaMA-based approach to answer short cultural questions in different languages within Task 7 of SemEval-2026 (Track 1: SAQ), without access to official training data, and demonstrates that contextual retrieval improves the evaluation of multilingual cultural knowledge.
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