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SOTA Language Model Evaluation benchmarks and papers with code | Wizwand
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Language Model Evaluation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
BenchPress short-context (test)
Qwen3-8B
Accuracy
68.84
131
2mo ago
Winogrande, ARC-C, ARC-E, Lambada, PIQA, Hellaswag, MMLU, IFEval, and GSM8K-CoT (Mixed standard 10-shot prompt)
IF4
Accuracy
80.39
88
2mo ago
Open LLM Leaderboard v2 (test)
Qwen3-8B
BBH
60.84
47
2mo ago
ArxivRollBench 2026a
moonshotai/kimi-k2.6
Valid Accuracy
70.8
42
2mo ago
Tulu-3 (dev)
Equal
Knowledge Score
60.85
35
23d ago
Qwen3-0.6B Evaluation Suite average
EDGERAZOR
Average Performance
47.8
24
2mo ago
Aggregate
FP
Average Score
69.86
21
1mo ago
Pooled tasks Table 5 Llama-3.1 3.3 (various)
Llama-3.3 70B Instruct
Pooled Accuracy Estimate (γ̂)
57.15
21
5mo ago
AdaptEval
SCALENET (Layer-wise)
ROUGE-Lsum
0.2733
14
5mo ago
LiveBench
CoThinker
Average Score
72.8
12
1mo ago
DCLM Core
Composer (2Mb-M-3A)
DCLM Core Score
49.3
12
2mo ago
lm-eval-harness (test)
E2E
MMLU
74.22
9
2mo ago
Downstream Tasks Evaluation Suite Math, Code, Law, Know., Reason., MMLU
Math Dense Expert
Math Accuracy
4.92
9
5mo ago
DATE-LM MMLU, GSM8K, BBH
Grad Sim
MMLU Accuracy
62.07
7
1mo ago
Quality, Factuality, and Safety Evaluation Suite (test)
Self-Improving Pretraining
Generation Quality Score
86.3
7
5mo ago
NLP Evaluation Suite (WG, PIQA, BoolQ, ARC-C, ARC-E, OBQA, HS, SciQ, LM, RTE)
QK sharing
WG
60.14
6
5mo ago
Open LeaderBoard v2
AgentSociety
AS
0.6547
5
2mo ago
1.3B LLM Leaderboard
QA+C4-85B
ARC
36.4
5
5mo ago
MMLU-Pro
AgentSociety
AS
77.54
1
2mo ago
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