- Rank
- #221
- Total Output Tokens
- 143,160
- Response Time (avg)
- 70.08s
- Total Cost
- $0.145
DeepSeek V3.2 (medium) vs Dots 3 Note Preview (low)
Dots 3 Note Preview (low) leads on average score with 6.4 vs 6.3. Dots 3 Note Preview (low) has the lower benchmark cost at $0.000 vs $0.145. Dots 3 Note Preview (low) is faster at 66.13s vs 70.08s, with pass rates of 62.3% vs 58.0%.
Compared models
- Rank
- #210
- Total Output Tokens
- 642,332
- Response Time (avg)
- 66.13s
- Total Cost
- $0.000
Recommended model
DeepSeek V3.2 (medium)
It has the best overall balance of score, reliability, cost, and response time in this comparison.
Detailed comparison
| Metric | DeepSeek V3.2 DeepSeek V3.2 medium | Dots 3 Note Preview Dots 3 Note Preview low Free Available |
|---|---|---|
| Score | 6.3 | 6.4 |
| Rank | #221 | #210 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.5 | 8.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 58.0% |
| Flaky tests | 7 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 1.250 | 0.000 |
| Total Cost | $0.145 | $0.000 |
| Input Price | $0.280 / 1M | $0.000 / 1M |
| Output Price | $0.420 / 1M | $0.000 / 1M |
| Total Input Tokens | 306,662 | 260,850 |
| Output Tokens | 17,819 | 125,908 |
| Reasoning Tokens | 125,341 | 516,424 |
| Response Time (avg) | 70.08s | 66.13s |
| Response Time (max) | 376.10s | 417.36s |
| Response Time (total) | 1611.86s | 1520.96s |
| Parameters | 671B total (37B active) | 280B total (16B 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.
#221 DeepSeek V3.2
medium- Cost
- $0.001
- Time
- 53.6s
- Tokens
- 1,932 tok
#210 Dots 3 Note Preview
low- Cost
- $0.000
- Time
- 64.3s
- Tokens
- 8,666 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 V3.2 | 3.0 | 10.0 | 0.0% | 0 | 106.33s | 205,606 | 5,987 | 8,386 | |
| Dots 3 Note Preview | 6.1 | 3.1 | 66.7% | 1 | 161.24s | 146,961 | 15,358 | 19,937 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 8.2 | 7.9 | 83.3% | 1 | 24.23s | 448 | 3,247 | 6,953 | |
| Dots 3 Note Preview | 10.0 | 10.0 | 100.0% | 0 | 17.51s | 549 | 1,369 | 8,308 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 6.0 | 7.2 | 55.6% | 1 | 248.68s | 5,717 | 649 | 52,014 | |
| Dots 3 Note Preview | 5.9 | 7.2 | 55.6% | 1 | 287.61s | 7,368 | 52,120 | 338,264 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 7.3 | 5.8 | 83.3% | 1 | 79.92s | 76,997 | 5,219 | 24,229 | |
| Dots 3 Note Preview | 6.9 | 5.9 | 66.7% | 1 | 85.20s | 88,709 | 10,336 | 62,464 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 36.09s | 7,388 | 207 | 7,693 | |
| Dots 3 Note Preview | 7.3 | 5.8 | 83.3% | 1 | 11.49s | 7,710 | 1,334 | 6,955 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 2.9 | 4.4 | 22.2% | 2 | 22.94s | 481 | 19 | 6,779 | |
| Dots 3 Note Preview | 3.6 | 7.2 | 22.2% | 1 | 49.50s | 690 | 29,263 | 51,761 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.4 | 2.5 | 33.3% | 1 | 58.29s | 314 | 49 | 2,189 | |
| Dots 3 Note Preview | 4.0 | 9.7 | 0.0% | 0 | 27.55s | 474 | 9,190 | 9,927 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 35.78s | 627 | 1,397 | 2,845 | |
| Dots 3 Note Preview | 7.9 | 6.9 | 66.7% | 1 | 7.83s | 636 | 5,578 | 6,141 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 7.0 | 7.2 | 55.6% | 1 | 37.69s | 594 | 518 | 6,375 | |
| Dots 3 Note Preview | 5.3 | 10.0 | 33.3% | 0 | 8.52s | 606 | 810 | 8,214 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 34.81s | 8,307 | 507 | 859 | |
| Dots 3 Note Preview | 10.0 | 10.0 | 100.0% | 0 | 7.36s | 6,969 | 479 | 1,375 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.0 | 10.0 | 0.0% | 0 | 83.99s | 183 | 20 | 7,019 | |
| Dots 3 Note Preview | 3.0 | 10.0 | 0.0% | 0 | 8.80s | 178 | 71 | 3,078 |
Quick Compare
Switch Comparison Pair
Trinity Large ThinkinglowvsDeepSeek V3.2mediumDots 3 Note PreviewlowFree AvailablevsMiMo-V2.5-PromediumDots 3 Note PreviewlowFree AvailablevsGemini 3.5 FlashminimalDots 3 Note PreviewlowFree AvailablevsMercury 2.5mediumDots 3 Note PreviewlowFree AvailablevsLongCat 2.0noneDots 3 Note PreviewlowFree AvailablevsQwen3.5-35B-A3BmediumDots 3 Note PreviewlowFree AvailablevsKimi K2.5mediumDeepSeek V3.2mediumvsQwen3.5 Plus 2026-02-15noneDeepSeek V3.2mediumvsSolar Pro 4highDots 3 Note PreviewlowFree AvailablevsQwen3.6 27BnoneDeepSeek V3.2mediumvsGemini 3.1 Flash LitelowDeepSeek V3.2mediumvsGemini 3.1 Flash Lite Previewlow