- Rank
- #74
- Total Output Tokens
- 532,511
- Response Time (avg)
- 118.83s
- Total Cost
- $0.580
DeepSeek V4 Flash 0731 (high) vs Ling 3.1 Flash (medium)
DeepSeek V4 Flash 0731 (high) leads on average score with 8.4 vs 8.3. Ling 3.1 Flash (medium) has the lower benchmark cost at $0.000 vs $0.580. Ling 3.1 Flash (medium) is faster at 88.74s vs 118.83s, with pass rates of 76.8% vs 71.0%.
Compared models
- Rank
- #81
- Total Output Tokens
- 648,854
- Response Time (avg)
- 88.74s
- Total Cost
- $0.000
Recommended model
DeepSeek V4 Flash 0731 (high)
It has the strongest score in this comparison (8.4) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 high | Ling 3.1 Flash Ling 3.1 Flash medium |
|---|---|---|
| Score | 8.4 | 8.3 |
| Rank | #74 | #81 |
| Reliability | 10.0 | 9.6 |
| Consistency | 8.1 | 8.8 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 71.0% |
| Flaky tests | 5 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 1.069 | 0.000 |
| Total Cost | $0.580 | $0.000 |
| Input Price | $0.018 / 1M | $0.000 / 1M |
| Output Price | $1.280 / 1M | $0.000 / 1M |
| Cache Read Price | $0.018 / 1M | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 281,863 | 369,495 |
| Output Tokens | 24,535 | 172,852 |
| Reasoning Tokens | 507,976 | 476,002 |
| Response Time (avg) | 118.83s | 88.74s |
| Response Time (max) | 600.61s | 567.88s |
| Response Time (total) | 2733.01s | 2041.10s |
| Parameters | 284B total (13B active) | 560B total (25B active) |
| Availability | Closed | 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.
#74 DeepSeek V4 Flash 0731
high
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 187.3s
- Tokens
- 19,048 tok
#81 Ling 3.1 Flash
medium- Cost
- $0.000
- Time
- 101.1s
- Tokens
- 11,607 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 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 204.36s | 185,161 | 7,569 | 11,635 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 100.10s | 233,792 | 12,506 | 12,249 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.7 | 7.9 | 91.7% | 1 | 13.62s | 1,488 | 542 | 10,576 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.24s | 750 | 1,152 | 3,396 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.3 | 6.3 | 55.6% | 1 | 252.67s | 7,044 | 2,160 | 191,210 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 87.15s | 8,298 | 19,577 | 62,002 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 87.10s | 67,283 | 11,903 | 41,397 | |
| Ling 3.1 Flash | 6.6 | 9.1 | 50.0% | 0 | 306.46s | 106,402 | 26,806 | 100,471 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 3.65s | 7,764 | 336 | 1,259 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 20.92s | 8,016 | 1,334 | 3,754 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.5 | 4.4 | 33.3% | 2 | 458.65s | 700 | 104 | 215,629 | |
| Ling 3.1 Flash | 2.9 | 7.2 | 11.1% | 1 | 262.25s | 837 | 100,307 | 228,869 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.64s | 708 | 72 | 533 | |
| Ling 3.1 Flash | 5.3 | 10.0 | 0.0% | 0 | 7.28s | 546 | 152 | 1,820 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 9.8 | 10.0 | 100.0% | 0 | 4.46s | 1,101 | 119 | 939 | |
| Ling 3.1 Flash | 9.8 | 10.0 | 100.0% | 0 | 3.57s | 744 | 323 | 1,317 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.2 | 7.7 | 77.8% | 1 | 9.36s | 1,305 | 397 | 6,801 | |
| Ling 3.1 Flash | 8.2 | 7.2 | 88.9% | 1 | 42.32s | 747 | 5,455 | 40,080 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.42s | 8,889 | 357 | 451 | |
| Ling 3.1 Flash | 2.8 | 2.1 | 33.3% | 1 | 47.17s | 9,135 | 3,850 | 12,018 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 110.63s | 420 | 976 | 27,546 | |
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 32.55s | 228 | 1,390 | 10,026 |
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