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SOTA Knowledge-intensive reasoning benchmarks and papers with code | Wizwand
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Knowledge-intensive reasoning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
HLE
R1-Searcher
Avg Score
85
75
2mo ago
Musique
R1-Searcher
Accuracy
87
51
1mo ago
MuSiQue
Llama3.1-8B + ARPO
F1 Score
34.8
43
1mo ago
HotpotQA
Llama3.1-8B + ARPO
F1 Score
0.654
41
1mo ago
2WikiMultiHopQA
APPO
Accuracy
81.5
38
1mo ago
SuperGPQA
Gemini-3-Flash
Overall Score
72.7
35
23d ago
Knowledge-Intensive Reasoning Suite 2Wiki., Bamb., HQA, MuSi., SimQA
Qwen2.5-7B + SFT-then-RL
2Wiki Score
58.4
25
3mo ago
Bamboogle
Llama3.1-8B + ARPO
F1
73.8
23
1mo ago
WebWalker
APPO
WebWalker Accuracy
33.5
20
1mo ago
2wikiMultiHopQA
Qwen2.5-7B + GRPO
F1 Score
76.1
18
4mo ago
WebWalker
Llama3.1-8B + ARPO
F1 Score
30.5
18
4mo ago
HQA
AutoTraj
Average Score
87
18
4mo ago
Bamboogle
EAPO
F1 Score
60.4
15
1mo ago
2WikiMultihopQA
EAPO
F1 Score
58.6
15
1mo ago
GPQA
CPPO
Result Score
38.89
14
3mo ago
GPQA ambiguity-augmented
DisambiguSLM
Accuracy
42.8
11
2mo ago
2Wiki
AutoTraj
Average Score
0.89
9
4mo ago
C-Eval
Qwen3.5
Score
90.2
7
2mo ago
MMLU-CF first 1,000 samples (test)
MGRS
Exact Match Accuracy
74.2
7
4mo ago
Knowledge-intensive reasoning suite (HotpotQA, 2WikiMultihopQA, Musique)
TEPOdense
HotpotQA Score
43.6
6
4mo ago
2Wiki
EAPO
F1 Score
52
5
1mo ago
Generalization Verification
KDCM + Code Module
Hits@1
99.18
5
4mo ago
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