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LongCat 2.0 — high vs low

The average score is effectively tied at 6.7 vs 6.7. low has the lower benchmark cost at $0.412 vs $0.492. low is faster at 113.61s vs 153.29s, with pass rates of 51.5% vs 54.6%.

Last updated at: 2026-09-03

Rank
#155
Total Output Tokens
386,642
Response Time (avg)
153.29s
Total Cost
$0.492
Rank
#152
Total Output Tokens
320,594
Response Time (avg)
113.61s
Total Cost
$0.412
Recommended model low

It has the strongest score in this comparison (6.7) and the best overall balance of cost and response time across all 2 models.

Detailed comparison

Metric LongCat 2.0 LongCat 2.0 high Release: 2026-07-20 LongCat 2.0 LongCat 2.0 low Release: 2026-07-20
Score 6.7 6.7
Rank #155 #152
Reliability 10.0 9.9
Consistency 8.4 8.5
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 51.5% 54.6%
Flaky tests 4 4
Total Runs 66 66
Cost per result 5.467 4.120
Total Cost $0.492 $0.412
Input Price $0.300 / 1M $0.300 / 1M
Output Price $1.200 / 1M $1.200 / 1M
Total Input Tokens 93,411 90,870
Output Tokens 30,470 5,676
Reasoning Tokens 356,172 314,918
Response Time (avg) 153.29s 113.61s
Response Time (max) 941.66s 560.39s
Response Time (total) 3372.36s 2499.46s
Parameters 1.6T total (48B active) 1.6T total (48B 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.

#155 LongCat 2.0

high
Invalid SVG
Cost
$0.000
Time
600.0s
Tokens
0 tok

#152 LongCat 2.0

low
Cost
$0.024
Time
428.0s
Tokens
19,557 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
LongCat 2.0 7.8 9.3 66.7% 0 505.33s 6,913 244 192,377
LongCat 2.0 6.6 4.6 77.8% 2 479.30s 6,544 461 206,627

Quick Compare

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