- Rank
- #77
- Total Output Tokens
- 246,012
- Response Time (avg)
- 18.59s
- Total Cost
- $2.737
Gemini 3.5 Flash (high) vs Ling 3.1 Flash (medium)
Gemini 3.5 Flash (high) leads on average score with 8.3 vs 8.3. Ling 3.1 Flash (medium) has the lower benchmark cost at $0.000 vs $2.737. Gemini 3.5 Flash (high) is faster at 18.59s vs 88.74s, with pass rates of 85.5% vs 71.0%.
Compared models
- Rank
- #81
- Total Output Tokens
- 648,854
- Response Time (avg)
- 88.74s
- Total Cost
- $0.000
Recommended model
Gemini 3.5 Flash (high)
It has the best score here (8.3), while responding about 4.8x faster than Ling 3.1 Flash (medium).
Detailed comparison
| Metric | Gemini 3.5 Flash Gemini 3.5 Flash high | Ling 3.1 Flash Ling 3.1 Flash medium |
|---|---|---|
| Score | 8.3 | 8.3 |
| Rank | #77 | #81 |
| Reliability | 10.0 | 9.6 |
| Consistency | 9.3 | 8.8 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 85.5% | 71.0% |
| Flaky tests | 2 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 14.402 | 0.000 |
| Total Cost | $2.737 | $0.000 |
| Input Price | $1.500 / 1M | $0.000 / 1M |
| Output Price | $9.000 / 1M | $0.000 / 1M |
| Cache Read Price | $0.150 / 1M | N/A |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 348,103 | 369,495 |
| Output Tokens | 11,045 | 172,852 |
| Reasoning Tokens | 234,967 | 476,002 |
| Response Time (avg) | 18.59s | 88.74s |
| Response Time (max) | 145.92s | 567.88s |
| Response Time (total) | 427.52s | 2041.10s |
| Parameters | ~500B total (~20B 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.
#77 Gemini 3.5 Flash
high- Cost
- $0.208
- Time
- 118.2s
- Tokens
- 23,158 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 3.4 | 9.6 | 0.0% | 0 | 87.32s | 240,957 | 2,268 | 38,262 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.57s | 492 | 174 | 4,997 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 22.96s | 8,118 | 456 | 47,129 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 8.2 | 6.9 | 66.7% | 1 | 84.14s | 82,416 | 7,153 | 93,585 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 6.43s | 7,548 | 279 | 8,466 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 5.3 | 7.2 | 44.4% | 1 | 16.99s | 642 | 12 | 28,526 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.63s | 486 | 115 | 1,650 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.35s | 615 | 70 | 3,799 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.23s | 558 | 241 | 4,940 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 9.8 | 10.0 | 100.0% | 0 | 4.96s | 6,115 | 265 | 1,608 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.94s | 156 | 12 | 2,005 | |
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 32.55s | 228 | 1,390 | 10,026 |
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