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Beam 1.0 501B A23B (medium) vs GLM 5.3 Flash (low)

GLM 5.3 Flash (low) leads on average score with 6.6 vs 6.6. GLM 5.3 Flash (low) has the lower benchmark cost at $0.038 vs $0.499. Beam 1.0 501B A23B (medium) is faster at 6.27s vs 11.82s, with pass rates of 65.2% vs 58.0%.

Last updated at: 2026-10-17

Compared models

Rank
#220
Total Output Tokens
98,521
Response Time (avg)
6.27s
Total Cost
$0.499
Rank
#213
Total Output Tokens
27,168
Response Time (avg)
11.82s
Total Cost
$0.038
Recommended model GLM 5.3 Flash (low)

It has the best score here (6.6), while costing about 13.4x less than Beam 1.0 501B A23B (medium).

Detailed comparison

Metric Beam 1.0 501B A23B Beam 1.0 501B A23B medium Release: 2026-10-17 GLM 5.3 Flash GLM 5.3 Flash low Release: 2026-08-26
Score 6.6 6.6
Rank #220 #213
Reliability 10.0 10.0
Consistency 9.3 8.5
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 65.2% 58.0%
Flaky tests 2 4
Total Runs 69 69
Cost per result 3.561 0.338
Total Cost $0.499 $0.038
Input Price $1.000 / 1M $0.150 / 1M
Output Price $3.000 / 1M $0.500 / 1M
Cache Read Price $0.100 / 1M $0.030 / 1M
Cache Write Price N/A N/A
Total Input Tokens 202,937 255,173
Output Tokens 4,328 9,891
Reasoning Tokens 94,193 17,277
Response Time (avg) 6.27s 11.82s
Response Time (max) 31.55s 90.45s
Response Time (total) 144.28s 271.92s
Parameters 501B total (23B active) 320B total (18B active)
Availability Open source Open source

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.

#220 Beam 1.0 501B A23B

medium
Cost
$0.005
Time
11.8s
Tokens
4,267 tok

#213 GLM 5.3 Flash

low
Cost
$0.001
Time
20.7s
Tokens
1,482 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
Beam 1.0 501B A23B 10.0 10.0 100.0% 0 11.81s 7,791 440 27,204
GLM 5.3 Flash 5.4 7.2 44.4% 1 10.38s 7,317 398 3,973

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