Knowledge retrieval

Benchmarks

Dataset Name	SOTA Method	Metric
LAMA (full)	Coherence Boosting (CB)	Accuracy37.57	24	1mo ago
Empathetic Dialogue (EMP)	MCTS-Driven Knowledge Retrieval	BERTScore Precision (avg)85.27	16	1mo ago
DailyDialog	MCTS-Driven Knowledge Retrieval	BERTScore Precision (avg)84.29	16	1mo ago
TriviaQA	MTP-D	Speedup Ratio4.765	15	23d ago
Simple QA	MTP-D	Speedup Ratio3.884	15	23d ago
Natural Questions	MTP-D	Speedup Ratio5.803	15	23d ago
MemoTrap	CoDA	Proverb Score42.5	12	1mo ago
OK-VQA v1.1 (test)	RA-VQA-v2 (T5-large)	Recall@589.32	10	1mo ago
STARK-PRIME official (test)	AVATAR	Hit@118.44	8	1mo ago
STARK MAG official (test)	AVATAR	Hit@144.36	8	1mo ago
STARK Amazon official (test)	AVATAR	Hit@149.87	8	1mo ago
InfoSeek (val)	ReflectiVA	Recall@2086.4	6	8d ago
E-VQA (test)	OMGM	R@2058.7	5	8d ago
ChineseSimpleQA	ERNIE 5.0	Accuracy86.03	5	1mo ago
SimpleQA	ERNIE 5.0	Accuracy74.01	5	1mo ago
Wikipedia (45 country-specific domains, 89 queries) (test)	GraphRAGDRIFT-dec	Comprehensiveness0.9	5	1mo ago
S (test)	BERT-Large	Acc@1046.8	5	1mo ago
Woz 2.1 (test)	Entriever	Joint Accuracy0.8024	3	1mo ago
In-Car (test)	Entriever	Joint Accuracy78.66	3	1mo ago
Camrest (test)	Entriever	Joint Accuracy83.17	3	1mo ago
MobileCS (test)	Entriever	Joint Accuracy77.21	3	1mo ago

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