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Ling 3.1 Flash (high) vs GLM 5.3 FlashX Legal (max)

The average score is effectively tied at 7.9 vs 7.9. Ling 3.1 Flash (high) has the lower benchmark cost at $0.000 vs $0.819. GLM 5.3 FlashX Legal (max) is faster at 65.28s vs 87.39s, with pass rates of 69.6% vs 71.0%.

Last updated at: 2026-11-10

Compared models

Rank
#152
Total Output Tokens
618,331
Response Time (avg)
87.39s
Total Cost
$0.000
Rank
#147
Total Output Tokens
571,211
Response Time (avg)
65.28s
Total Cost
$0.819
Recommended model GLM 5.3 FlashX Legal (max)

It has the strongest score in this comparison (7.9) and the best overall balance of cost and response time across 2 models.

Detailed comparison

Metric Ling 3.1 Flash Ling 3.1 Flash high Release: 2026-10-03 GLM 5.3 FlashX Legal GLM 5.3 FlashX Legal max Release: 2026-11-02
Score 7.9 7.9
Rank #152 #147
Reliability 9.8 9.7
Consistency 9.3 8.4
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 69.6% 71.0%
Flaky tests 2 5
Total Runs 69 69
Cost per result 0.000 5.846
Total Cost $0.000 $0.819
Input Price $0.000 / 1M $0.370 / 1M
Output Price $0.000 / 1M $1.250 / 1M
Cache Read Price N/A $0.075 / 1M
Cache Write Price N/A N/A
Total Input Tokens 324,691 282,144
Output Tokens 181,251 6,078
Reasoning Tokens 506,441 565,133
Response Time (avg) 87.39s 65.28s
Response Time (max) 665.85s 516.19s
Response Time (total) 2010.08s 1501.49s
Parameters 560B total (25B active) ~320B total (~18B active)
Availability Closed Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

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

#152 Ling 3.1 Flash

high
Cost
$0.000
Time
181.1s
Tokens
21,073 tok

#147 GLM 5.3 FlashX Legal

max
OpenRouter returned no showcase content (finish_reason: length).
Cost
$0.082
Time
408.0s
Tokens
65,656 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 3.1 Flash 8.2 7.2 88.9% 1 83.41s 8,298 17,470 54,626
GLM 5.3 FlashX Legal 10.0 10.0 100.0% 0 47.87s 7,317 385 62,514

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