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Gemini Decision 1 (default) vs Ling 3.0 Tiny (low)

Ling 3.0 Tiny (low) leads on average score with 3.7 vs 2.9. Ling 3.0 Tiny (low) has the lower benchmark cost at $0.000 vs $0.006. Gemini Decision 1 (default) is faster at 652ms vs 63.15s, with pass rates of 23.2% vs 18.8%.

Last updated at: 2026-11-13

Compared models

Rank
#475
Total Output Tokens
0
Response Time (avg)
652ms
Total Cost
$0.006
Rank
#456
Total Output Tokens
868,004
Response Time (avg)
63.15s
Total Cost
$0.000
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 2 models.

Detailed comparison

Metric Gemini Decision 1 Gemini Decision 1 default Release: 2026-11-12 Ling 3.0 Tiny Ling 3.0 Tiny low Release: 2026-08-07
Score 2.9 3.7
Rank #475 #456
Reliability 9.2 9.6
Consistency 4.9 9.7
Attempts 36/69 69/69
Tests Correct
Attempt pass rate 23.2% 18.8%
Flaky tests 1 1
Total Runs 36 69
Cost per result 0.101 0.000
Total Cost $0.006 $0.000
Input Price $0.100 / 1M $0.000 / 1M
Output Price $0.000 / 1M $0.000 / 1M
Cache Read Price N/A N/A
Cache Write Price N/A N/A
Total Input Tokens 50,079 99,662
Output Tokens 0 146,555
Reasoning Tokens 0 732,977
Response Time (avg) 652ms 63.15s
Response Time (max) 1.27s 252.08s
Response Time (total) 7.83s 1389.35s
Parameters - 7.9B total (1.3B active)
Availability Closed Open source

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.

#475 Gemini Decision 1

default
No showcase result has been generated for this model yet.
Cost
N/A
Time
-
Tokens
0 tok

#456 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

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

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Gemini Decision 1 4.5 6.7 33.3% 0 558ms 24,507 0 0
Ling 3.0 Tiny 2.9 10.0 0.0% 0 170.73s 7,619 56,012 170,220

Quick Compare

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Command A+lowvsGemini Decision 1defaultLing 3.0 TinylowvsXing4.0 29b A4bmediumFree AvailableCommand A+nonevsGemini Decision 1defaultLing 3.0 TinylowvsNemotron 3.5 LightningnoneFree AvailableGranite 4.1 8bdefaultvsLing 3.0 TinylowCommand A+highvsGemini Decision 1defaultLing 3.0 TinylowvsGrok 4.20noneCommand A+mediumvsLing 3.0 TinylowGemini Decision 1defaultvsXing4.0 29b A4bnoneFree AvailableLing 3.0 TinylowvsQwen3.5-9BmediumLing 3.0 TinylowvsXing4.0 29b A4bnoneFree AvailableLing 3.0 TinylowvsLFM3-1.7BdefaultFree Available