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Dots 3 Note Preview (high) vs Ling-3.0-flash (high)

The average score is effectively tied at 6.4 vs 6.4. Dots 3 Note Preview (high) has the lower benchmark cost at $0.000 vs $0.021. Ling-3.0-flash (high) is faster at 13.70s vs 67.81s, with pass rates of 59.1% vs 63.6%.

Last updated at: 2026-08-15

Rank
#156
Total Output Tokens
732,062
Response Time (avg)
67.81s
Total Cost
$0.000
Rank
#159
Total Output Tokens
299,456
Response Time (avg)
13.70s
Total Cost
$0.021
Recommended model Ling-3.0-flash (high)

It has the best score here (6.4), while responding about 4.9x faster than Dots 3 Note Preview (high).

Detailed comparison

Metric Dots 3 Note Preview Dots 3 Note Preview high Release: 2026-08-14 Free Available Ling-3.0-flash Ling-3.0-flash high Release: 2026-07-24
Score 6.4 6.4
Rank #156 #159
Reliability 10.0 9.8
Consistency 7.7 8.6
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 59.1% 63.6%
Flaky tests 6 4
Total Runs 66 66
Cost per result 0.000 0.000
Total Cost $0.000 $0.021
Input Price $0.000 / 1M $0.021 / 1M
Output Price $0.000 / 1M $0.063 / 1M
Total Input Tokens 127,621 132,044
Output Tokens 141,858 92,135
Reasoning Tokens 590,204 207,321
Response Time (avg) 67.81s 13.70s
Response Time (max) 480.52s 75.27s
Response Time (total) 1491.80s 287.75s
Parameters 280B total (16B active) 124B total (5.1B 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.

#156 Dots 3 Note Preview

high
Cost
$0.000
Time
56.8s
Tokens
7,778 tok

#159 Ling-3.0-flash

high
Cost
$0.000
Time
30.7s
Tokens
10,576 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
Dots 3 Note Preview 5.8 4.4 66.7% 2 306.23s 7,368 25,944 358,069
Ling-3.0-flash 6.7 5.0 66.7% 2 14.85s 8,298 15,602 32,152

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