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Ling 3.0 Tiny — high vs medium

high leads on average score with 3.8 vs 3.8. Benchmark cost is effectively tied at $0.000 vs $0.000. medium is faster at 68.08s vs 75.68s, with pass rates of 24.2% vs 24.2%.

Last updated at: 2026-09-22

Compared models

Rank
#332
Total Output Tokens
950,683
Response Time (avg)
75.68s
Total Cost
$0.000
Rank
#336
Total Output Tokens
923,276
Response Time (avg)
68.08s
Total Cost
$0.000
Recommended model high

It has the strongest score in this comparison (3.8) 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 high Release: 2026-08-07 Ling 3.0 Tiny Ling 3.0 Tiny medium Release: 2026-08-07
Score 3.8 3.8
Rank #332 #336
Reliability 10.0 9.6
Consistency 8.8 8.9
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 24.2% 24.2%
Flaky tests 3 3
Total Runs 66 66
Cost per result 0.000 0.000
Total Cost $0.000 $0.000
Input Price $0.000 / 1M $0.000 / 1M
Output Price $0.000 / 1M $0.000 / 1M
Total Input Tokens 115,314 103,898
Output Tokens 133,965 148,304
Reasoning Tokens 816,718 774,972
Response Time (avg) 75.68s 68.08s
Response Time (max) 345.15s 262.20s
Response Time (total) 1589.20s 1429.66s
Parameters 7.9B total (1.3B active) 7.9B total (1.3B 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.

#332 Ling 3.0 Tiny

high
No output was saved. The original provider response or failure reason is unavailable.
Cost
$0.000
Time
169.5s
Tokens
5,252 tok

#336 Ling 3.0 Tiny

medium
No output was saved. The original provider response or failure reason is unavailable.
Cost
$0.000
Time
177.4s
Tokens
6,873 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
Ling 3.0 Tiny 2.9 10.0 0.0% 0 177.65s 7,767 59,320 177,922
Ling 3.0 Tiny 2.9 10.0 0.0% 0 211.99s 7,948 70,838 206,006

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