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Inception: Mercury 2 vs Xiaomi: MiMo-V2.5-Pro

Summary

Mercury 2 vs MiMo-V2.5-Pro benchmark comparison: MiMo-V2.5-Pro leads on average score with 5.5 vs 4.6. Mercury 2 has the lower benchmark cost at $0.011 vs $0.017. Mercury 2 is faster at 653ms vs 1.78s, with pass rates of 23.8% vs 39.7%.

Recommended model: Mercury 2 - It offers the best overall trade-off: a competitive score (4.6), lower cost than MiMo-V2.5-Pro, and balanced response time.

Last updated at: 2026-06-18

Metric Mercury 2 Mercury 2 none Release: 2026-02-24 MiMo-V2.5-Pro MiMo-V2.5-Pro none Release: 2026-04-22
Score 4.6 5.5
Rank #151 #119
Reliability 10.0 10.0
Consistency 9.2 8.6
Tests Correct
Attempt pass rate 23.8% 39.7%
Flaky tests 2 4
Total Runs 63 63
Cost per result 0.259 0.648
Total Cost $0.011 $0.017
Input Price $0.250 / 1M $0.435 / 1M
Output Price $0.750 / 1M $0.870 / 1M
Total Input Tokens 28,113 30,724
Output Tokens 4,439 3,043
Reasoning Tokens 0 0
Response Time (avg) 653ms 1.78s
Response Time (max) 1.43s 8.32s
Response Time (total) 13.72s 37.42s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#151 Mercury 2

none
Cost
$0.002
Time
1.8s
Tokens
1,514 tok

#119 MiMo-V2.5-Pro

none
Cost
$0.004
Time
46.4s
Tokens
4,025 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 3.0 10.0 0.0% 0 483ms 631 286 0
MiMo-V2.5-Pro 3.3 8.1 8.3% 1 2.67s 645 994 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 3.4 9.6 0.0% 0 1.03s 7,229 3,088 0
MiMo-V2.5-Pro 4.3 7.8 22.2% 1 1.41s 6,559 485 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 3.0 10.0 0.0% 0 606ms 4,821 131 0
MiMo-V2.5-Pro 3.0 10.0 0.0% 0 3.54s 4,695 596 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 7.3 5.9 83.3% 1 667ms 6,362 180 0
MiMo-V2.5-Pro 10.0 10.0 100.0% 0 1.32s 7,758 249 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 5.3 7.2 44.4% 1 534ms 784 46 0
MiMo-V2.5-Pro 5.3 10.0 33.3% 0 877ms 753 27 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 4.8 10.0 0.0% 0 628ms 495 159 0
MiMo-V2.5-Pro 4.0 10.0 0.0% 0 2.58s 498 87 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 6.5 10.0 50.0% 0 551ms 691 82 0
MiMo-V2.5-Pro 6.4 10.0 50.0% 0 1.03s 684 66 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 3.1 10.0 0.0% 0 535ms 694 251 0
MiMo-V2.5-Pro 6.7 4.7 77.8% 2 1.30s 678 267 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 10.0 10.0 100.0% 0 1.27s 6,193 197 0
MiMo-V2.5-Pro 10.0 10.0 100.0% 0 3.30s 8,238 258 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 3.0 10.0 0.0% 0 548ms 213 19 0
MiMo-V2.5-Pro 3.0 10.0 0.0% 0 1.89s 216 14 0

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