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Ling-3.0-flash (high) vs Qwen3.6 Max Preview

Qwen3.6 Max Preview leads on average score with 6.4 vs 6.4. Ling-3.0-flash (high) has the lower benchmark cost at $0.021 vs $0.228. Qwen3.6 Max Preview is faster at 7.82s vs 13.70s, with pass rates of 63.6% vs 56.1%.

Last updated at: 2026-09-10

Compared models

Rank
#188
Total Output Tokens
299,456
Response Time (avg)
13.70s
Total Cost
$0.021
Rank
#183
Total Output Tokens
19,257
Response Time (avg)
7.82s
Total Cost
$0.228
Recommended model Ling-3.0-flash (high)

Its score stays close to the best score here (6.4 vs 6.4), while costing about 11.3x less than Qwen3.6 Max Preview.

Detailed comparison

Metric Ling-3.0-flash Ling-3.0-flash high Release: 2026-07-24 Qwen3.6 Max Preview Qwen3.6 Max Preview none Release: 2026-04-20
Score 6.4 6.4
Rank #188 #183
Reliability 9.8 9.9
Consistency 8.6 9.3
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 63.6% 56.1%
Flaky tests 4 2
Total Runs 66 66
Cost per result 0.000 2.248
Total Cost $0.021 $0.228
Input Price $0.021 / 1M $1.028 / 1M
Output Price $0.063 / 1M $6.162 / 1M
Total Input Tokens 132,044 106,348
Output Tokens 92,135 19,257
Reasoning Tokens 207,321 0
Response Time (avg) 13.70s 7.82s
Response Time (max) 75.27s 102.62s
Response Time (total) 287.75s 172.04s
Parameters 124B total (5.1B active) ~1T total (~40B active)
Availability Open source Closed

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#188 Ling-3.0-flash

high
Cost
$0.000
Time
30.7s
Tokens
10,576 tok

#183 Qwen3.6 Max Preview

none
Cost
$0.025
Time
83.9s
Tokens
4,066 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-flash 6.7 5.0 66.7% 2 14.85s 8,298 15,602 32,152
Qwen3.6 Max Preview 3.8 7.3 22.2% 1 3.12s 7,913 456 0

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