Qwen3.8 27B (low) vs GLM 5.2 (high)

Compared models

Recommended model Qwen3.8 27B (low)

Its score stays close to the best score here (7.9 vs 8.0), while costing about 22.9x less than GLM 5.2 (high).

Metric	Qwen3.8 27B Qwen3.8 27B low Release: 2026-08-14	GLM 5.2 GLM 5.2 high Release: 2026-06-17

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

low

high

Reached the allocated time limit (300 seconds) without receiving showcase output.

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	10.0	10.0	100.0%	0		3.02s	984	183	2,016
GLM 5.2	10.0	10.0	100.0%	0		5.80s	639	406	2,660

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	7.7	10.0	66.7%	0		140.92s	8,127	585	86,694
GLM 5.2	6.4	8.6	33.3%	0		73.03s	5,124	2,302	22,546

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	10.0	10.0	100.0%	0		90.63s	69,687	66	37,791
GLM 5.2	10.0	10.0	100.0%	0		321.47s	61,516	18,824	63,861

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	10.0	10.0	100.0%	0		8.03s	9,087	150	1,962
GLM 5.2	10.0	10.0	100.0%	0		5.81s	7,143	435	1,414

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	5.3	10.0	33.3%	0		60.78s	1,014	12	31,872
GLM 5.2	3.1	6.5	11.1%	1		126.85s	560	49,045	157,522

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	5.0	10.0	0.0%	0		5.37s	594	132	729
GLM 5.2	10.0	10.0	100.0%	0		12.90s	498	63	1,743

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	10.0	10.0	100.0%	0		2.43s	855	48	915
GLM 5.2	10.0	10.0	100.0%	0		4.26s	678	151	1,210

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	7.7	10.0	66.7%	0		4.91s	930	240	2,382
GLM 5.2	6.0	4.6	66.7%	2		33.71s	665	568	22,392

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	3.0	10.0	0.0%	0		8.42s	8,145	15	1,350
GLM 5.2	10.0	10.0	100.0%	0		9.25s	6,861	246	503

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Qwen3.8 27B	3.0	10.0	0.0%	0		12.64s	282	114	2,073
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

Switch Comparison Pair