- Rank
- #369
- Total Output Tokens
- 868,004
- Response Time (avg)
- 63.15s
- Total Cost
- $0.000
Ling 3.0 Tiny (low) vs GPT-6 Luna Decisions (default)
Ling 3.0 Tiny (low) leads on average score with 3.7 vs 2.4. Ling 3.0 Tiny (low) has the lower benchmark cost at $0.000 vs $0.005. GPT-6 Luna Decisions (default) is faster at 495ms vs 63.15s, with pass rates of 18.8% vs 13.0%.
Compared models
- Rank
- #390
- Total Output Tokens
- 0
- Response Time (avg)
- 495ms
- Total Cost
- $0.005
Recommended model
Ling 3.0 Tiny (low)
It has the strongest score in this comparison (3.7) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | Ling 3.0 Tiny Ling 3.0 Tiny low | GPT-6 Luna Decisions GPT-6 Luna Decisions default |
|---|---|---|
| Score | 3.7 | 2.4 |
| Rank | #369 | #390 |
| Reliability | 9.6 | 10.0 |
| Consistency | 9.7 | 5.2 |
| Attempts | 69/69 | 36/69 |
| Tests Correct | ||
| Attempt pass rate | 18.8% | 13.0% |
| Flaky tests | 1 | 0 |
| Total Runs | 69 | 36 |
| Cost per result | 0.000 | 0.159 |
| Total Cost | $0.000 | $0.005 |
| Input Price | $0.000 / 1M | $0.100 / 1M |
| Output Price | $0.000 / 1M | $0.000 / 1M |
| Cache Read Price | N/A | $0.000 / 1M |
| Cache Write Price | N/A | $0.000 / 1M |
| Total Input Tokens | 99,662 | 47,583 |
| Output Tokens | 146,555 | 0 |
| Reasoning Tokens | 732,977 | 0 |
| Response Time (avg) | 63.15s | 495ms |
| Response Time (max) | 252.08s | 842ms |
| Response Time (total) | 1389.35s | 5.94s |
| Parameters | 7.9B total (1.3B active) | ~400B total (~17B 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.
#369 Ling 3.0 Tiny
low
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 200.0s
- Tokens
- 5,030 tok
#390 GPT-6 Luna Decisions
default
No showcase result has been generated for this model yet.
- Cost
- N/A
- Time
- -
- Tokens
- 0 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 21ms | 0 | 0 | 0 | |
| GPT-6 Luna Decisions | 0.0 | 0.0 | 0.0% | 0 | 0ms | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 6.5 | 10.0 | 50.0% | 0 | 25.30s | 750 | 5,100 | 94,884 | |
| GPT-6 Luna Decisions | 2.3 | 7.5 | 0.0% | 0 | 436ms | 6,279 | 0 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 2.9 | 10.0 | 0.0% | 0 | 170.73s | 7,619 | 56,012 | 170,220 | |
| GPT-6 Luna Decisions | 2.5 | 6.7 | 0.0% | 0 | 447ms | 22,197 | 0 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 134.79s | 72,165 | 19,498 | 125,503 | |
| GPT-6 Luna Decisions | 0.0 | 0.0 | 0.0% | 0 | 0ms | 0 | 0 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 2.8 | 10.0 | 0.0% | 0 | 4.82s | 8,016 | 1,531 | 6,288 | |
| GPT-6 Luna Decisions | 10.0 | 10.0 | 100.0% | 0 | 411ms | 10,998 | 0 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 72.15s | 637 | 36,585 | 146,171 | |
| GPT-6 Luna Decisions | 5.3 | 10.0 | 33.3% | 0 | 554ms | 3,063 | 0 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 5.1 | 3.4 | 33.3% | 1 | 29.35s | 546 | 4,876 | 30,522 | |
| GPT-6 Luna Decisions | 0.0 | 0.0 | 0.0% | 0 | 0ms | 0 | 0 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 6.6 | 10.0 | 50.0% | 0 | 3.09s | 744 | 611 | 1,404 | |
| GPT-6 Luna Decisions | 1.5 | 5.0 | 0.0% | 0 | 842ms | 4,440 | 0 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 32.49s | 731 | 12,171 | 68,764 | |
| GPT-6 Luna Decisions | 1.7 | 3.3 | 0.0% | 0 | 414ms | 606 | 0 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 10.0 | 10.0 | 100.0% | 0 | 5.94s | 8,226 | 380 | 708 | |
| GPT-6 Luna Decisions | 0.0 | 0.0 | 0.0% | 0 | 0ms | 0 | 0 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 213.54s | 228 | 9,791 | 88,513 | |
| GPT-6 Luna Decisions | 0.0 | 0.0 | 0.0% | 0 | 0ms | 0 | 0 | 0 |
Quick Compare
Switch Comparison Pair
Ling 3.0 TinylowvsNemotron 3.5 LightningnoneFree AvailableGranite 4.1 8bdefaultvsLing 3.0 TinylowLing 3.0 TinylowvsGrok 4.20noneCommand A+mediumvsLing 3.0 TinylowLing 3.0 TinylowvsQwen3.5-9BmediumMercury 2.5nonevsLing 3.0 TinylowLing 3.0 Tinylowvsgpt-oss-120bnoneCommand A+highvsLing 3.0 TinylowCommand A+lowvsGPT-6 Luna DecisionsdefaultLing 3.0 TinylowvsGLM 4.7 FlashmediumCommand A+nonevsGPT-6 Luna DecisionsdefaultGemini 3 Flash PreviewhighvsGPT-6 Luna Decisionsdefault