Share your thoughts, 1 month free Claude Pro on usSee more

Single-hop Question Answering on TriviaQA

72EM

Dep-Search

Updated 29d ago

Evaluation Results

Method
Dep-Search 2026.01	72	-	-	-	-	-	-	-
Llama3.3-70B 2025.01	68.8	-	76.8	-	-	-	-	-
HierSearch 2026.01	67	-	-	-	-	-	-	-
O2-Searcher 2026.01	66.2	-	-	-	-	-	-	-
AutoRefine 2026.03	65.9	-	-	-	-	-	-	-
RAG-Qwen2.5-32B 2025.01	65.8	-	79.2	-	-	-	-	-
RAG-QwQ-32B 2025.01	65.6	-	77.6	-	-	-	-	-
EvalAct 2026.03	65.6	-	-	-	-	-	-	-
Dep-Search 2026.01	65	-	-	-	-	-	-	-
R1-Searcher 2026.01	64.8	-	-	-	-	-	-	-
Search-o1 2025.01	63.4	-	74.1	-	-	-	-	-
Search-R1 2026.01	63.4	-	-	-	-	-	-	-
RAgent-Qwen2.5-32B 2025.01	63	-	72.6	-	-	-	-	-
ZeroSearch 2026.01	62.6	-	-	-	-	-	-	-
EvalAct 2026.03	62.1	-	-	-	-	-	-	-
RAgent-QwQ-32B 2025.01	62	-	74	-	-	-	-	-
AutoRefine 2026.03	62	-	-	-	-	-	-	-
HierSearch 2026.01	61	-	-	-	-	-	-	-
Search-R1 2026.03	61	-	-	-	-	-	-	-
CoDA-Base 2025.12	60.8	-	-	-	-	-	-	-
O2-Searcher 2026.01	60.4	-	-	-	-	-	-	-
ReSearch-Base 2025.12	59.7	-	-	-	-	-	-	-
ARPO 2026.02	59.2	-	-	-	1.91	-	-	-
Search-R1 2026.02	59.18	-	-	-	1.55	-	-	-
SIGHT 2026.02	59	-	-	-	1.1	-	-	-
AutoRefine-Base 2025.12	58.7	-	-	-	-	-	-	-
Naïve RAG 2026.03	58.5	-	-	-	-	-	-	-
Search-R1-Base 2025.12	58.3	-	-	-	-	-	-	-
Tree-GRPO 2026.02	57.81	-	-	-	1.24	-	-	-
MemPO 2026.02	57.1	-	67.83	-	-	-	0.25	14
SIGHT 2026.02	56.84	-	-	-	1.26	-	-	-
Qwen2.5-72B 2025.01	56.8	-	65.8	-	-	-	-	-
ARPO 2026.02	56.25	-	-	-	2.96	-	-	-
R1-Searcher 2026.01	56.2	-	-	-	-	-	-	-
Search-R1 2026.01	55.8	-	-	-	-	-	-	-
Search-o1 2026.02	54.7	-	-	-	0.74	-	-	-
GRPO 2026.02	54.5	-	64.57	-	-	-	0.52	23
Search-R1 2026.03	54.5	-	-	-	-	-	-	-
ZeroSearch 2026.01	54.4	-	-	-	-	-	-	-
Naive RAG 2025.12	54.4	-	-	-	-	-	-	-
Naïve RAG 2026.03	54.4	-	-	-	-	-	-	-
QwQ-32B 2025.01	53.8	-	60.7	-	-	-	-	-
qwen2.5 2026.02	52.6	-	62.73	-	-	-	1.02	22
GRPO 2026.02	52.54	-	-	-	0	-	-	-
DeepResearcher 2026.02	52.3	-	61.89	-	-	-	0.95	23
Qwen2.5-32B 2025.01	52	-	60.3	-	-	-	-	-
Tree-GRPO 2026.02	50.2	-	-	-	1.36	-	-	-
ReSearch 2026.02	50.1	-	62.04	-	-	-	0.24	17
Search-R1 2026.02	50	-	-	-	1.68	-	-	-
RA-ISF 2026.01	49.2	-	-	-	-	-	-	-
IRCoT 2026.03	47.8	-	-	-	-	-	-	-
Search-o1 2026.02	47.66	-	-	-	0.85	-	-	-
IRCoT 2026.01	47.4	-	-	-	-	-	-	-
Search-o1 2025.12	47.2	-	-	-	-	-	-	-
Search-o1 2026.03	47.2	-	-	-	-	-	-	-
R1-Base 2025.12	45.5	-	-	-	-	-	-	-
R1-Instruct 2025.12	44.9	-	-	-	-	-	-	-
Search-o1 2026.03	44.3	-	-	-	-	-	-	-
GRPO 2026.02	41.41	-	-	-	0	-	-	-
Direct Generation 2026.03	40.8	-	-	-	-	-	-	-
Search-O1 2026.01	40.6	-	-	-	-	-	-	-
Vanilla RAG 2026.01	36.8	-	-	-	-	-	-	-
RA-ISF 2026.01	36.2	-	-	-	-	-	-	-
Directly Inference 2026.01	35.6	-	-	-	-	-	-	-
ReAct 2026.02	35.16	-	-	-	1.46	-	-	-
IRCoT 2026.01	34.8	-	-	-	-	-	-	-
Vanilla RAG 2026.02	33.2	-	-	-	1	-	-	-
IRCoT 2025.12	31.2	-	-	-	-	-	-	-
IRCoT 2026.03	31.2	-	-	-	-	-	-	-
Search-O1 2026.01	31	-	-	-	-	-	-	-
Directly Inference 2026.01	30.6	-	-	-	-	-	-	-
Vanilla RAG 2026.01	29.2	-	-	-	-	-	-	-
SFT 2025.12	29.2	-	-	-	-	-	-	-
Direct Generation 2025.12	28.8	-	-	-	-	-	-	-
Direct Generation 2026.03	28.8	-	-	-	-	-	-	-
Direct Reasoning 2026.02	28.71	-	-	-	0	-	-	-
COT 2026.02	27.54	-	-	-	0	-	-	-
Vanilla RAG 2026.02	13.67	-	-	-	1	-	-	-
ReAct 2026.02	5.86	-	-	-	2.35	-	-	-
COT 2026.02	0.6	-	-	-	0	-	-	-
Direct Reasoning 2026.02	0.2	-	-	-	0	-	-	-
NOR 2025.02	-	49.8	52.69	-	-	-	-	-
Vanilla 2025.02	-	60.6	49.63	-	-	-	-	-
Vanilla 2025.02	-	58.2	60.28	-	-	-	-	-
Vanilla 2025.02	-	63.8	63.49	-	-	-	-	-
Self-Refine 2025.02	-	61.2	58.91	-	-	-	-	-
Self-Rerank 2025.02	-	60.7	59.84	-	-	-	-	-
Chain-of-note 2025.02	-	61	58.33	-	-	-	-	-
ReAct 2025.02	-	60.9	59.83	-	-	-	-	-
Self-RAG 2025.02	-	60.3	58.94	-	-	-	-	-
FLARE 2025.02	-	61.1	57.75	-	-	-	-	-
Adaptive-RAG 2025.02	-	58.2	60.7	-	-	-	-	-
Adaptive-Note 2025.02	-	59.6	59.72	-	-	-	-	-
Amber 2025.02	-	65.8	62.77	-	-	-	-	-
Amber 2025.02	-	63.6	62.79	-	-	-	-	-
Amber 2025.02	-	66.8	66.08	-	-	-	-	-
SingleSeek-R1-4B 2026.02	-	-	-	78.3	-	-	-	-
Qwen3-4B 2026.02	-	-	-	68.7	-	-	-	-
Search-R1-7B 2026.02	-	-	-	78	-	-	-	-
ASearcher-7B 2026.02	-	-	-	79.3	-	-	-	-

Showing 100 of 169 rows