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Gemini 3.1 Flash Lite Preview vs Ling-3.0-flash (high)

Gemini 3.1 Flash Lite 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 $0.052. Gemini 3.1 Flash Lite Preview is faster at 1.56s vs 13.70s, with pass rates of 57.6% vs 63.6%.

Last updated at: 2026-09-08

Compared models

Rank
#178
Total Output Tokens
14,161
Response Time (avg)
1.56s
Total Cost
$0.052
Rank
#184
Total Output Tokens
299,456
Response Time (avg)
13.70s
Total Cost
$0.021
Recommended model Gemini 3.1 Flash Lite Preview

It has the best score here (6.4), while responding about 8.8x faster than Ling-3.0-flash (high).

Detailed comparison

Metric Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none Release: 2026-03-03 Ling-3.0-flash Ling-3.0-flash high Release: 2026-07-24
Score 6.4 6.4
Rank #178 #184
Reliability 10.0 9.8
Consistency 9.7 8.6
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 57.6% 63.6%
Flaky tests 1 4
Total Runs 66 66
Cost per result 0.430 0.000
Total Cost $0.052 $0.021
Input Price $0.250 / 1M $0.021 / 1M
Output Price $1.500 / 1M $0.063 / 1M
Total Input Tokens 120,955 132,044
Output Tokens 14,161 92,135
Reasoning Tokens 0 207,321
Response Time (avg) 1.56s 13.70s
Response Time (max) 9.27s 75.27s
Response Time (total) 34.32s 287.75s
Parameters ~150B total (~10B active) 124B total (5.1B active)
Availability Closed Open source

Model generation showcase

Hamster playing table tennis

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

#178 Gemini 3.1 Flash Lite Preview

none
Cost
$0.003
Time
4.7s
Tokens
1,827 tok

#184 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
Gemini 3.1 Flash Lite Preview 5.5 10.0 33.3% 0 967ms 8,128 670 0
Ling-3.0-flash 6.7 5.0 66.7% 2 14.85s 8,298 15,602 32,152

Quick Compare

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