Knowledge retrieval

Benchmarks

Dataset Name	SOTA Method	Metric
2WikiMultihopQA	HippoRAG2	F1 Score56.46	45	3mo ago
HotpotQA	HippoRAG2	F1 Score58.98	45	3mo ago
PopQA	HippoRAG	F1 Score67.85	45	3mo ago
NQ	HippoRAG	F1 Score40.06	45	3mo ago
TriviaQA		Exact Match (EM)62.11	28	2mo ago
LAMA (full)	Coherence Boosting (CB)	Accuracy37.57	24	4mo ago
KGFACT RETRIEVAL		Accuracy99.6	23	2mo ago
Knowledge Macro-aggregate	Uno-Orchestra	Pass@180.5	22	2mo ago
STaRK-MAG synthetic (test)	AF-Retriever	Hit@178.6	18	2mo ago
STaRK-PRIME synthetic (test)	GraphRAFT	Hit@163.7	18	2mo ago
Empathetic Dialogue (EMP)	MCTS-Driven Knowledge Retrieval	BERTScore Precision (avg)85.27	16	4mo ago
DailyDialog	MCTS-Driven Knowledge Retrieval	BERTScore Precision (avg)84.29	16	4mo ago
STaRK-AMAZON synthetic (test)	AF-Retriever	Hit@161.2	15	2mo ago
Simple QA	MTP-D	Speedup Ratio3.884	15	4mo ago
Natural Questions	MTP-D	Speedup Ratio5.803	15	4mo ago
MemoTrap	CoDA	Proverb Score42.5	12	4mo ago
OK-VQA v1.1 (test)	RA-VQA-v2 (T5-large)	Recall@589.32	10	4mo ago
Knowledge WikiDYK, PopQA, BLEND	Participatory AI	Accuracy37.03	8	1mo ago
HotpotQA	FlashEvolve	LLM Throughput (token/s)93	8	2mo ago
STARK-PRIME official (test)	AVATAR	Hit@118.44	8	4mo ago
STARK MAG official (test)	AVATAR	Hit@144.36	8	4mo ago
STARK Amazon official (test)	AVATAR	Hit@149.87	8	4mo ago
InfoSeek (val)	ReflectiVA	Recall@2086.4	6	3mo ago
E-VQA (test)	OMGM	R@2058.7	5	3mo ago
ChineseSimpleQA	ERNIE 5.0	Accuracy86.03	5	4mo ago

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