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Beam 1.0 501B A23B (max) vs GLM 5.3 (low)

The average score is effectively tied at 6.4 vs 6.5. GLM 5.3 (low) has the lower benchmark cost at $0.215 vs $0.799. Beam 1.0 501B A23B (max) is faster at 11.10s vs 15.18s, with pass rates of 56.5% vs 63.8%.

Last updated at: 2026-10-17

Compared models

Rank
#234
Total Output Tokens
199,769
Response Time (avg)
11.10s
Total Cost
$0.799
Rank
#227
Total Output Tokens
28,106
Response Time (avg)
15.18s
Total Cost
$0.215
Recommended model GLM 5.3 (low)

It has the best score here (6.5), while costing about 3.7x less than Beam 1.0 501B A23B (max).

Detailed comparison

Metric Beam 1.0 501B A23B Beam 1.0 501B A23B max Release: 2026-10-17 GLM 5.3 GLM 5.3 low Release: 2026-08-20
Score 6.4 6.5
Rank #234 #227
Reliability 10.0 10.0
Consistency 9.4 8.3
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 56.5% 63.8%
Flaky tests 2 5
Total Runs 69 69
Cost per result 6.654 3.923
Total Cost $0.799 $0.215
Input Price $1.000 / 1M $0.070 / 1M
Output Price $3.000 / 1M $7.000 / 1M
Cache Read Price $0.100 / 1M $0.065 / 1M
Cache Write Price N/A N/A
Total Input Tokens 199,105 247,871
Output Tokens 4,274 10,791
Reasoning Tokens 195,495 17,315
Response Time (avg) 11.10s 15.18s
Response Time (max) 54.48s 83.60s
Response Time (total) 255.26s 349.06s
Parameters 501B total (23B active) 744B total (40B active)
Availability Open source 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.

#234 Beam 1.0 501B A23B

max
Cost
$0.010
Time
21.4s
Tokens
7,699 tok

#227 GLM 5.3

low
Cost
$0.007
Time
28.4s
Tokens
1,599 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 17.15s 7,800 467 39,895
GLM 5.3 6.2 6.9 55.6% 1 21.02s 7,317 368 6,764

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