الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Knowledge Base Question Answering On 1

المقاييس

Hits@1

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Hits@1	Paper Title	Repository
UniK-QA (T5-base)	76.7	UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering
ChatKBQA	86.4	ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models
ReTraCk Oracle EL	74.6	ReTraCk: A Flexible and Efficient Framework for Knowledge Base Question Answering
SPARKLE	71.2	SPARKLE: Enhancing SPARQL Generation with Direct KG Integration in Decoding
UniK-QA (T5-large)	79.1	UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering
SKP	79.6	Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQA
ReTraCk	71.6	ReTraCk: A Flexible and Efficient Framework for Knowledge Base Question Answering
DPA-RAG	80.28	Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation	-

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