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

Compared models

Recommended model Qwen3.8 27B (medium)

Its score stays close to the best score here (7.8 vs 8.0), while costing about 28.4x less than GLM 5.2 (high).

Metric	Qwen3.8 27B Qwen3.8 27B medium 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.

medium

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		2.93s	672	228	1,842
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	10.0	10.0	100.0%	0		40.50s	7,893	585	26,808
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	8.7	6.9	83.3%	1		124.48s	77,767	70	51,705
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	6.5	10.0	50.0%	0		8.76s	9,039	144	2,271
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		76.98s	780	12	41,184
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		9.20s	516	204	1,299
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		2.54s	699	48	984
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	8.3	10.0	66.7%	0		12.62s	696	444	6,237
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		0ms	0	0	0
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		11.29s	204	126	1,971
GLM 5.2	3.0	10.0	0.0%	0		127.82s	138	0	18,764

Switch Comparison Pair