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DeepSeek: DeepSeek V3.2 vs MiniMax: MiniMax M2.5
Last updated at: 2026-03-03
| Metric | DeepSeek: DeepSeek V3.2 none Release: 2025-12-01 | MiniMax: MiniMax M2.5 medium Release: 2026-02-12 |
|---|---|---|
| Rank | #30 | #27 |
| Avg Score | 4.70 | 5.64 |
| Consistency | 8.19 | 6.12 |
| Cost per result | 0.132 | 4.028 |
| Total Cost | $0.007 | $0.242 |
| Tests Correct | 5/14 | 6/14 |
| Attempt pass rate | 47.6% | 64.3% |
| Flaky tests | 3 | 7 |
| Output Tokens | 4,869 | 121,297 |
| Reasoning Tokens | 0 | 203,513 |
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 1.00 | 9.68 | 0.0% | 0 | 1,411 | 0 | |
| MiniMax: MiniMax M2.5 | 9.33 | 7.89 | 88.9% | 1 | 286 | 45,112 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 5.38 | 5.81 | 66.7% | 1 | 1,710 | 0 | |
| MiniMax: MiniMax M2.5 | 5.50 | 5.81 | 83.3% | 1 | 369 | 4,952 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 1.00 | 7.21 | 22.2% | 1 | 24 | 0 | |
| MiniMax: MiniMax M2.5 | 1.00 | 4.41 | 22.2% | 2 | 111,023 | 139,533 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 8.00 | 9.99 | 50.0% | 0 | 66 | 0 | |
| MiniMax: MiniMax M2.5 | 7.00 | 6.41 | 66.7% | 1 | 1,121 | 2,521 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 7.67 | 7.49 | 88.9% | 1 | 1,136 | 0 | |
| MiniMax: MiniMax M2.5 | 4.33 | 4.79 | 55.6% | 2 | 8,229 | 10,458 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 10.00 | 10.00 | 100.0% | 0 | 522 | 0 | |
| MiniMax: MiniMax M2.5 | 10.00 | 10.00 | 100.0% | 0 | 269 | 937 |
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