Mercury 2.5 vs MiMo V2.5 Pro: Benchmark Comparison

Mercury 2.5 has the higher score on 1 of 8 shared benchmarks; MiMo V2.5 Pro leads on 7.

The largest observed score gap is 30.43 pts on Vibe Code Bench v1.1 , where MiMo V2.5 Pro leads.

Reported ±1 standard-error ranges overlap on 2 of 8 shared benchmarks with comparable uncertainty data. This is not a pairwise statistical significance test.

Shared benchmark results

Scores and reported standard errors come from the latest visible Vals benchmark version available for both models.

Benchmark Mercury 2.5 MiMo V2.5 Pro Gap Reported uncertainty
Legal Research Bench 4.33% ±1.41 15.87% ±2.54 11.54 pts Reported ±1 SE ranges do not overlap
LegalBench 83.06% ±0.48 77.13% ±0.55 5.93 pts Reported ±1 SE ranges do not overlap
Tax Agent Bench 2.49% ±1.02 11.50% ±1.96 9.02 pts Reported ±1 SE ranges do not overlap
MedCode 31.33% ±1.95 32.48% ±1.91 1.16 pts Reported ±1 SE ranges overlap
MedScribe 55.09% ±2.10 83.73% ±2.06 28.64 pts Reported ±1 SE ranges do not overlap
ProofBench v1.1 3.00% ±1.71 22.00% ±4.16 19.00 pts Reported ±1 SE ranges do not overlap
Terminal-Bench 4.0 0.00% ±0.00 0.51% ±0.51 0.51 pts Reported ±1 SE ranges overlap
Vibe Code Bench v1.1 3.68% ±1.41 34.11% ±4.53 30.43 pts Reported ±1 SE ranges do not overlap

Performance by category

Category Mercury 2.5 average MiMo V2.5 Pro average
Legal 43.69% 46.50%
Finance 2.49% 11.50%
Healthcare 43.21% 58.11%
Math 3.00% 22.00%
Coding 1.84% 17.31%

Cost and latency

Cost per test appears only where the benchmark reports it for both models. Latency is the measured completion time for that benchmark.

Benchmark Mercury 2.5 cost MiMo V2.5 Pro cost Mercury 2.5 latency MiMo V2.5 Pro latency
Legal Research Bench $0.06 $0.08 47.61s 6m56s
LegalBench N/A N/A 3.91s 27.14s
Tax Agent Bench $0.02 $0.04 29.67s 6m17s
MedCode N/A N/A 7.93s 38.45s
MedScribe N/A N/A 9.99s 90.71s
ProofBench v1.1 $0.04 $0.09 3m22s 19m37s
Terminal-Bench 4.0 $0.37 $0.23 15m14s 2h07m
Vibe Code Bench v1.1 $0.38 $0.17 3m13s 40m04s

Results available only for Mercury 2.5

  • Terminal-Bench-Science
  • IOI
  • SkillsBench
  • CyberBench v1.1
  • Public Benefits Bench v1.1

Results available only for MiMo V2.5 Pro

  • TaxEval v2
  • GPQA Diamond
  • MMLU Pro
  • LiveCodeBench
  • SWE-bench
Model details Mercury 2.5 Model details MiMo V2.5 Pro