- Rank
- #131
- Total Output Tokens
- 211,343
- Response Time (avg)
- 91.29s
- Total Cost
- $0.149
DeepSeek V4 Pro 0423 (high) vs GLM 5.3 FlashX Legal (high)
GLM 5.3 FlashX Legal (high) leads on average score with 8.2 vs 8.1. DeepSeek V4 Pro 0423 (high) has the lower benchmark cost at $0.149 vs $0.521. GLM 5.3 FlashX Legal (high) is faster at 35.19s vs 91.29s, with pass rates of 65.2% vs 72.5%.
Compared models
- Rank
- #127
- Total Output Tokens
- 345,985
- Response Time (avg)
- 35.19s
- Total Cost
- $0.521
Recommended model
DeepSeek V4 Pro 0423 (high)
Its score stays close to the best score here (8.1 vs 8.2), while costing about 3.5x less than GLM 5.3 FlashX Legal (high).
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 high | GLM 5.3 FlashX Legal GLM 5.3 FlashX Legal high |
|---|---|---|
| Score | 8.1 | 8.2 |
| Rank | #131 | #127 |
| Reliability | 10.0 | 9.7 |
| Consistency | 7.8 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 72.5% |
| Flaky tests | 6 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 3.717 | 3.473 |
| Total Cost | $0.149 | $0.521 |
| Input Price | $0.209 / 1M | $0.370 / 1M |
| Output Price | $0.418 / 1M | $1.250 / 1M |
| Cache Read Price | $0.018 / 1M | $0.075 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 287,061 | 238,713 |
| Output Tokens | 32,056 | 7,034 |
| Reasoning Tokens | 196,607 | 338,951 |
| Response Time (avg) | 91.29s | 35.19s |
| Response Time (max) | 416.76s | 298.81s |
| Response Time (total) | 2099.56s | 809.47s |
| Parameters | 1.6T total (49B active) | ~320B total (~18B active) |
| Availability | Open source | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#131 DeepSeek V4 Pro 0423
high- Cost
- $0.023
- Time
- 257.6s
- Tokens
- 14,870 tok
#127 GLM 5.3 FlashX Legal
high- Cost
- $0.018
- Time
- 103.8s
- Tokens
- 13,703 tok
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 | 64.54s | 196,304 | 9,128 | 10,091 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 78.95s | 140,782 | 1,206 | 13,815 |
| 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 | 5.7 | 5.9 | 58.3% | 2 | 25.70s | 536 | 149 | 3,214 | |
| GLM 5.3 FlashX Legal | 8.2 | 7.9 | 83.3% | 1 | 1.50s | 639 | 282 | 456 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.3 | 8.7 | 33.3% | 0 | 243.00s | 5,090 | 383 | 84,580 | |
| GLM 5.3 FlashX Legal | 8.2 | 7.2 | 88.9% | 1 | 27.50s | 7,317 | 397 | 31,799 |
| Combined | 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 | 78.99s | 66,082 | 4,582 | 25,404 | |
| GLM 5.3 FlashX Legal | 6.9 | 5.9 | 66.7% | 1 | 22.42s | 73,021 | 3,779 | 11,384 |
| 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 | 25.03s | 7,690 | 274 | 2,166 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 1.32s | 7,149 | 210 | 358 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.6 | 7.2 | 22.2% | 1 | 249.47s | 578 | 16,870 | 58,188 | |
| GLM 5.3 FlashX Legal | 3.0 | 10.0 | 0.0% | 0 | 188.77s | 759 | 195 | 278,113 |
| General Intelligence | 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 | 8.83s | 471 | 115 | 1,013 | |
| GLM 5.3 FlashX Legal | 4.8 | 3.2 | 33.3% | 1 | 1.78s | 498 | 204 | 214 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 7.8 | 6.6 | 83.3% | 1 | 8.73s | 627 | 66 | 2,726 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 1.53s | 678 | 72 | 240 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.9 | 4.9 | 77.8% | 2 | 56.85s | 591 | 178 | 2,563 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 2.45s | 672 | 411 | 479 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 9.8 | 10.0 | 100.0% | 0 | 15.92s | 8,909 | 295 | 701 | |
| GLM 5.3 FlashX Legal | 10.0 | 10.0 | 100.0% | 0 | 7.41s | 6,991 | 225 | 98 |
| 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 | 34.01s | 183 | 16 | 5,961 | |
| GLM 5.3 FlashX Legal | 3.0 | 10.0 | 0.0% | 0 | 8.62s | 207 | 53 | 1,995 |
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