- Rank
- #129
- Total Output Tokens
- 46,004
- Response Time (avg)
- 14.05s
- Total Cost
- $0.311
DeepSeek V4 Pro 0423 vs GLM 5.3 Flash (high)
DeepSeek V4 Pro 0423 leads on average score with 7.4 vs 7.3. GLM 5.3 Flash (high) has the lower benchmark cost at $0.084 vs $0.311. DeepSeek V4 Pro 0423 is faster at 14.05s vs 29.11s, with pass rates of 49.3% vs 66.7%.
Compared models
- Rank
- #132
- Total Output Tokens
- 99,340
- Response Time (avg)
- 29.11s
- Total Cost
- $0.084
Recommended model
GLM 5.3 Flash (high)
Its score stays close to the best score here (7.3 vs 7.4), while costing about 3.7x less than DeepSeek V4 Pro 0423.
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 none | GLM 5.3 Flash GLM 5.3 Flash high |
|---|---|---|
| Score | 7.4 | 7.3 |
| Rank | #129 | #132 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 49.3% | 66.7% |
| Flaky tests | 4 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 2.341 | 0.426 |
| Total Cost | $0.311 | $0.084 |
| Input Price | $0.783 / 1M | $0.150 / 1M |
| Output Price | $1.566 / 1M | $0.500 / 1M |
| Total Input Tokens | 304,186 | 225,013 |
| Output Tokens | 46,004 | 12,197 |
| Reasoning Tokens | 0 | 87,143 |
| Response Time (avg) | 14.05s | 29.11s |
| Response Time (max) | 119.44s | 163.41s |
| Response Time (total) | 323.17s | 669.54s |
| Parameters | 1.6T total (49B active) | 320B total (18B active) |
| Availability | Open source | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#129 DeepSeek V4 Pro 0423
none
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#132 GLM 5.3 Flash
high- Cost
- $0.003
- Time
- 186.7s
- Tokens
- 10,486 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 65.50s | 156,108 | 10,457 | 0 | |
| GLM 5.3 Flash | 7.4 | 3.8 | 66.7% | 1 | 111.53s | 112,010 | 639 | 20,383 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.2 | 6.1 | 16.7% | 2 | 4.02s | 540 | 1,168 | 0 | |
| GLM 5.3 Flash | 8.3 | 10.0 | 75.0% | 0 | 2.50s | 639 | 330 | 444 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 5.6 | 10.0 | 33.3% | 0 | 13.38s | 7,275 | 5,500 | 0 | |
| GLM 5.3 Flash | 8.2 | 7.2 | 88.9% | 1 | 19.62s | 7,317 | 373 | 9,973 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 7.9 | 6.9 | 66.7% | 1 | 71.59s | 122,040 | 26,362 | 0 | |
| GLM 5.3 Flash | 6.4 | 5.8 | 66.7% | 1 | 91.11s | 88,223 | 9,252 | 19,726 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 4.61s | 7,568 | 200 | 0 | |
| GLM 5.3 Flash | 7.3 | 5.8 | 83.3% | 1 | 2.73s | 7,149 | 287 | 315 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 4.91s | 675 | 20 | 0 | |
| GLM 5.3 Flash | 3.0 | 10.0 | 0.0% | 0 | 85.92s | 759 | 315 | 34,196 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 5.0 | 10.0 | 0.0% | 0 | 2.05s | 471 | 126 | 0 | |
| GLM 5.3 Flash | 5.0 | 10.0 | 0.0% | 0 | 3.33s | 498 | 164 | 155 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.3 | 5.8 | 66.7% | 1 | 4.12s | 627 | 713 | 0 | |
| GLM 5.3 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.06s | 678 | 72 | 277 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 3.61s | 594 | 442 | 0 | |
| GLM 5.3 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.04s | 672 | 401 | 428 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 7.40s | 8,105 | 328 | 0 | |
| GLM 5.3 Flash | 10.0 | 10.0 | 100.0% | 0 | 15.64s | 6,861 | 231 | 69 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 5.76s | 183 | 688 | 0 | |
| GLM 5.3 Flash | 3.0 | 10.0 | 0.0% | 0 | 11.52s | 207 | 133 | 1,177 |
Quick Compare
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