Qwen3.5-122B-A10B vs GLM 5.3 (low)

Compared models

Recommended model Qwen3.5-122B-A10B

It has the best score here (6.4), while costing about 1.5x less than GLM 5.3 (low).

Metric	Qwen3.5-122B-A10B Qwen3.5-122B-A10B none Release: 2026-02-24	GLM 5.3 GLM 5.3 low Release: 2026-08-20

Metric	Qwen3.5-122B-A10B Qwen3.5-122B-A10B none Release: 2026-02-24	GLM 5.3 GLM 5.3 low Release: 2026-08-20
Score	6.4	6.5
Rank	#201	#195
Reliability	10.0	10.0
Consistency	9.3	8.3
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	36.2%	63.8%
Flaky tests	2	5
Total Runs	69	69
Cost per result	4.452	3.936
Total Cost	$0.308	$0.473
Input Price	$0.260 / 1M	$1.400 / 1M
Output Price	$2.080 / 1M	$4.400 / 1M
Total Input Tokens	405,921	247,436
Output Tokens	97,112	11,005
Reasoning Tokens	0	17,597
Response Time (avg)	14.79s	15.28s
Response Time (max)	212.63s	83.60s
Response Time (total)	340.25s	351.49s
Parameters	122B total (10B active)	744B total (40B active)
Availability	Open source	Closed

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

none

low

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		55.86s	164,346	8,653	0
GLM 5.3	5.2	3.2	33.3%	1		51.27s	142,447	2,473	1,321

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	4.8	10.0	25.0%	0		1.59s	696	312	0
GLM 5.3	6.9	7.9	66.7%	1		4.16s	639	266	249

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	3.7	7.0	22.2%	1		2.77s	7,913	693	0
GLM 5.3	6.2	6.9	55.6%	1		21.02s	7,317	368	6,764

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	5.2	6.9	33.3%	1		129.31s	214,006	86,212	0
GLM 5.3	3.8	5.8	33.3%	1		53.02s	80,209	6,729	5,209

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		1.01s	7,794	243	0
GLM 5.3	10.0	10.0	100.0%	0		3.42s	7,149	210	56

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	5.3	10.0	33.3%	0		523ms	798	16	0
GLM 5.3	5.3	10.0	33.3%	0		19.23s	759	35	3,384

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	5.0	10.0	0.0%	0		1.12s	522	66	0
GLM 5.3	4.1	2.7	33.3%	1		4.70s	498	163	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	6.3	10.0	50.0%	0		513ms	711	69	0
GLM 5.3	10.0	10.0	100.0%	0		3.40s	678	72	81

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	3.8	10.0	0.0%	0		1.00s	714	575	0
GLM 5.3	10.0	10.0	100.0%	0		4.20s	672	389	225

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	10.0	10.0	100.0%	0		2.04s	8,211	264	0
GLM 5.3	10.0	10.0	100.0%	0		18.45s	6,861	231	0

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.5-122B-A10B	3.0	10.0	0.0%	0		295ms	210	9	0
GLM 5.3	3.0	10.0	0.0%	0		7.42s	207	69	308

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