- Rank
- #288
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.23s
- Total Cost
- $0.077
KAT Coder AIR V2.5 (high) vs MiMo-V2.5-Pro
KAT Coder AIR V2.5 (high) leads on average score with 5.2 vs 5.1. KAT Coder AIR V2.5 (high) has the lower benchmark cost at $0.077 vs $0.157. MiMo-V2.5-Pro is faster at 6.21s vs 15.23s, with pass rates of 40.6% vs 31.9%.
Compared models
- Rank
- #295
- Total Output Tokens
- 17,069
- Response Time (avg)
- 6.21s
- Total Cost
- $0.157
Recommended model
KAT Coder AIR V2.5 (high)
It has the best score here (5.2), while costing about 2.0x less than MiMo-V2.5-Pro.
Detailed comparison
| Metric | KAT Coder AIR V2.5 KAT Coder AIR V2.5 high | MiMo-V2.5-Pro MiMo-V2.5-Pro none |
|---|---|---|
| Score | 5.2 | 5.1 |
| Rank | #288 | #295 |
| Reliability | 9.8 | 10.0 |
| Consistency | 8.2 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 40.6% | 31.9% |
| Flaky tests | 5 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.091 | 3.128 |
| Total Cost | $0.077 | $0.157 |
| Input Price | $0.000 / 1M | $0.435 / 1M |
| Output Price | $0.000 / 1M | $0.870 / 1M |
| Total Input Tokens | 50,423 | 273,075 |
| Output Tokens | 4,144 | 17,069 |
| Reasoning Tokens | 110,510 | 0 |
| Response Time (avg) | 15.23s | 6.21s |
| Response Time (max) | 118.35s | 53.13s |
| Response Time (total) | 350.26s | 142.89s |
| Parameters | ~35B total (~3B active) | 1.02T total (42B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#288 KAT Coder AIR V2.5
high
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#295 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
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.10s | 0 | 0 | 0 | |
| MiMo-V2.5-Pro | 3.9 | 9.6 | 0.0% | 0 | 49.61s | 148,267 | 1,707 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 6.9 | 5.8 | 75.0% | 2 | 2.49s | 615 | 204 | 1,290 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 74.48s | 23,854 | 485 | 28,559 | |
| MiMo-V2.5-Pro | 3.0 | 10.0 | 0.0% | 0 | 28.33s | 98,770 | 12,915 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 3.59s | 7,776 | 284 | 2,140 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 7.28s | 724 | 1,101 | 7,738 | |
| MiMo-V2.5-Pro | 3.0 | 10.0 | 0.0% | 0 | 1.79s | 762 | 27 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 5.1 | 10.0 | 0.0% | 0 | 7.10s | 516 | 179 | 539 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 9.8 | 10.0 | 100.0% | 0 | 1.51s | 699 | 90 | 675 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.5 | 4.4 | 33.3% | 2 | 2.47s | 696 | 285 | 1,576 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.77s | 8,391 | 330 | 1,082 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 21.72s | 204 | 20 | 11,028 | |
| MiMo-V2.5-Pro | 3.0 | 10.0 | 0.0% | 0 | 1.89s | 216 | 14 | 0 |
Quick Compare
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