Reasoning

MuSR Leaderboard

Multistep Soft Reasoning Benchmark

Why This Matters

Multi-step logical reasoning - essential for complex problem-solving and analysis

Good Scores

55%+ is good, 65%+ is strong, 75%+ is excellent

Use Cases

  • •Business analytics
  • •Strategy development
  • •Causal analysis
  • •Complex investigations

About MuSR

MuSR evaluates complex reasoning requiring multiple steps of inference and soft reasoning across diverse scenarios. Tests model's ability to chain together logical steps.

Last updated: 12/12/2025

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Complete Leaderboard

Top 50 models ranked by MuSR performance

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#4

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#5

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#6

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#7

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#8

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#9

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#10

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#11

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#12

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#13

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#14

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#15

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#16

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#17

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#18

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#19

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#20

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#21

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#22

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#23

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#24

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#25

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#26

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#27

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#28

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#29

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#30

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#31

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#32

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#33

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#34

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#35

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#36

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#37

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#38

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#39

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#40

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#41

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#42

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#43

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#44

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#45

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#46

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#47

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#48

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#49

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score

#50

T3Q Qwen2.5 14b V1.0 E3

JungZoona• license:apache-2.0

38.69

Score