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Introduces AutoSpecNER, an expert-annotated dataset for fine-grained named entity recognition in vehicle listings, with 659 advertisements annotated across 15 entity types. Benchmark results show DeBERTa achieves 90% micro-F1, outperforming rule-based and LLM approaches.