- Rank
- #112
- Total Output Tokens
- 577,214
- Response Time (avg)
- 94.16s
- Total Cost
- $0.464
DeepSeek V4 Flash 0731 (medium) vs Ling 3.1 Flash (high)
Ling 3.1 Flash (high) leads on average score with 7.9 vs 7.8. Ling 3.1 Flash (high) has the lower benchmark cost at $0.000 vs $0.464. Ling 3.1 Flash (high) is faster at 87.39s vs 94.16s, with pass rates of 72.5% vs 69.6%.
Compared models
- Rank
- #105
- Total Output Tokens
- 687,692
- Response Time (avg)
- 87.39s
- Total Cost
- $0.000
Recommended model
DeepSeek V4 Flash 0731 (medium)
It has the best overall balance of score, reliability, cost, and response time in this comparison.
Detailed comparison
| Metric | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 medium | Ling 3.1 Flash Ling 3.1 Flash high |
|---|---|---|
| Score | 7.8 | 7.9 |
| Rank | #112 | #105 |
| Reliability | 10.0 | 9.8 |
| Consistency | 7.2 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 72.5% | 69.6% |
| Flaky tests | 8 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 1.176 | 0.000 |
| Total Cost | $0.464 | $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 | 274,189 | 324,691 |
| Output Tokens | 66,689 | 181,251 |
| Reasoning Tokens | 510,525 | 506,441 |
| Response Time (avg) | 94.16s | 87.39s |
| Response Time (max) | 303.26s | 665.85s |
| Response Time (total) | 2165.72s | 2010.08s |
| 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.
#112 DeepSeek V4 Flash 0731
medium- Cost
- $0.004
- Time
- 93.3s
- Tokens
- 13,252 tok
#105 Ling 3.1 Flash
high- Cost
- $0.000
- Time
- 181.1s
- Tokens
- 21,073 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 | 303.26s | 184,370 | 8,291 | 18,068 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 87.42s | 204,838 | 9,381 | 8,546 |
| 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 | 8.2 | 7.9 | 83.3% | 1 | 17.95s | 698 | 2,101 | 6,715 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.44s | 750 | 1,219 | 3,505 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.4 | 4.4 | 77.8% | 2 | 198.78s | 6,032 | 4,109 | 160,154 | |
| Ling 3.1 Flash | 8.2 | 7.2 | 88.9% | 1 | 83.41s | 8,298 | 17,470 | 54,626 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 7.3 | 5.8 | 83.3% | 1 | 150.58s | 65,118 | 40,110 | 97,296 | |
| Ling 3.1 Flash | 6.3 | 10.0 | 50.0% | 0 | 351.19s | 90,556 | 44,145 | 153,951 |
| 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 | 5.21s | 7,290 | 287 | 1,519 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 17.38s | 8,016 | 1,517 | 3,710 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 2.9 | 7.2 | 11.1% | 1 | 203.11s | 592 | 9,333 | 154,069 | |
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 222.88s | 837 | 94,527 | 212,965 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.1 | 3.1 | 66.7% | 1 | 12.16s | 471 | 66 | 1,589 | |
| Ling 3.1 Flash | 3.9 | 9.4 | 0.0% | 0 | 7.82s | 546 | 38 | 2,140 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.5 | 6.8 | 83.3% | 1 | 2.42s | 706 | 109 | 580 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.31s | 744 | 349 | 1,746 |
| 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 | 7.3 | 88.9% | 1 | 65.12s | 594 | 1,530 | 66,970 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 37.46s | 747 | 5,017 | 29,548 |
| 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 | 4.41s | 8,178 | 374 | 152 | |
| Ling 3.1 Flash | 2.8 | 2.1 | 33.3% | 1 | 38.25s | 9,131 | 2,943 | 9,161 |
| 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 | 56.64s | 140 | 379 | 3,413 | |
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 81.83s | 228 | 4,645 | 26,543 |
Quick Compare
Switch Comparison Pair
DeepSeek V4 Flash 0731mediumvsGrok 4.5lowLing 3.1 FlashhighvsMiMo-V2.6-FlashmediumDeepSeek V4 Flash 0731mediumvsQwen3.7 PlusnoneLing 3.1 FlashhighvsGrok 4.5mediumGemini 3.5 FlashmediumvsLing 3.1 FlashhighLing 3.1 FlashhighvsStep 3.7 FlashmediumLing 3.1 FlashhighvsGrok 4.6mediumDeepSeek V4 Flash 0731mediumvsGLM 5.3highLing 3.1 FlashhighvsQwen3.7 MaxnoneDeepSeek V4 Flash 0731mediumvsGPT-6 LunahighDeepSeek V4 Flash 0731mediumvsMuse Glimmer 30BhighLing 3.1 FlashhighvsQwen3.7 Plusnone