Knowledge retrieval

Benchmarks

Dataset Name	SOTA Method	Metric
2WikiMultihopQA	HippoRAG2	F1 Score56.46	45	1mo ago
HotpotQA	HippoRAG2	F1 Score58.98	45	1mo ago
PopQA	HippoRAG	F1 Score67.85	45	1mo ago
NQ	HippoRAG	F1 Score40.06	45	1mo ago
TriviaQA		Exact Match (EM)62.11	28	15d ago
LAMA (full)	Coherence Boosting (CB)	Accuracy37.57	24	3mo ago
KGFACT RETRIEVAL		Accuracy99.6	23	15d ago
Knowledge Macro-aggregate	Uno-Orchestra	Pass@180.5	22	27d ago
STaRK-MAG synthetic (test)	AF-Retriever	Hit@178.6	18	19d ago
STaRK-PRIME synthetic (test)	GraphRAFT	Hit@163.7	18	19d ago
Empathetic Dialogue (EMP)	MCTS-Driven Knowledge Retrieval	BERTScore Precision (avg)85.27	16	3mo ago
DailyDialog	MCTS-Driven Knowledge Retrieval	BERTScore Precision (avg)84.29	16	3mo ago
STaRK-AMAZON synthetic (test)	AF-Retriever	Hit@161.2	15	19d ago
Simple QA	MTP-D	Speedup Ratio3.884	15	2mo ago
Natural Questions	MTP-D	Speedup Ratio5.803	15	2mo ago
MemoTrap	CoDA	Proverb Score42.5	12	3mo ago
OK-VQA v1.1 (test)	RA-VQA-v2 (T5-large)	Recall@589.32	10	3mo ago
HotpotQA	FlashEvolve	LLM Throughput (token/s)93	8	22d ago
STARK-PRIME official (test)	AVATAR	Hit@118.44	8	3mo ago
STARK MAG official (test)	AVATAR	Hit@144.36	8	3mo ago
STARK Amazon official (test)	AVATAR	Hit@149.87	8	3mo ago
InfoSeek (val)	ReflectiVA	Recall@2086.4	6	1mo ago
E-VQA (test)	OMGM	R@2058.7	5	1mo ago
ChineseSimpleQA	ERNIE 5.0	Accuracy86.03	5	3mo ago
SimpleQA	ERNIE 5.0	Accuracy74.01	5	3mo ago

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