Laguna XS 2.1 (medium) vs GLM 5.3 FlashX (medium)

Compared models

Recommended model GLM 5.3 FlashX (medium)

Its score stays close to the best score here (6.4 vs 6.5), while responding about 11.1x faster than Laguna XS 2.1 (medium).

Metric	Laguna XS 2.1 Laguna XS 2.1 medium Release: 2026-07-02 Free Available	GLM 5.3 FlashX GLM 5.3 FlashX medium Release: 2026-09-21

Metric	Laguna XS 2.1 Laguna XS 2.1 medium Release: 2026-07-02 Free Available	GLM 5.3 FlashX GLM 5.3 FlashX medium Release: 2026-09-21
Score	6.5	6.4
Rank	#188	#194
Reliability	10.0	10.0
Consistency	9.2	7.0
Attempts	66/66	66/66
Tests Correct
Attempt pass rate	45.5%	68.2%
Flaky tests	2	8
Total Runs	66	66
Cost per result	0.745	0.505
Total Cost	$0.068	$0.056
Input Price	$0.060 / 1M	$0.370 / 1M
Output Price	$0.120 / 1M	$1.250 / 1M
Total Input Tokens	118,998	84,329
Output Tokens	30,750	7,717
Reasoning Tokens	491,730	11,716
Response Time (avg)	48.18s	4.32s
Response Time (max)	422.72s	22.89s
Response Time (total)	1059.93s	95.15s
Parameters	33B total (3B active)	320B total (18B active)
Availability	Weights available	Closed

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

medium

medium

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	4.8	10.0	25.0%	0		41.96s	774	353	73,090
GLM 5.3 FlashX	7.3	5.8	83.3%	2		1.71s	639	343	368

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	5.5	10.0	33.3%	0		70.35s	7,995	23,767	83,258
GLM 5.3 FlashX	6.0	4.6	66.7%	2		6.37s	7,317	384	5,562

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	6.3	10.0	50.0%	0		218.07s	91,698	5,496	229,064
GLM 5.3 FlashX	2.8	1.6	33.3%	2		15.97s	59,549	5,920	2,786

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	10.0	10.0	100.0%	0		4.50s	7,734	234	3,129
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.74s	7,149	210	134

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	3.5	4.4	33.3%	2		67.48s	843	17	91,430
GLM 5.3 FlashX	3.6	7.2	22.2%	1		3.52s	759	38	2,005

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	5.0	10.0	0.0%	0		4.15s	537	119	1,375
GLM 5.3 FlashX	3.4	2.2	33.3%	1		1.79s	498	135	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	9.8	10.0	100.0%	0		2.57s	753	82	1,844
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.51s	678	72	70

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	5.3	10.0	33.3%	0		3.43s	771	357	3,355
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.84s	672	306	371

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	10.0	10.0	100.0%	0		3.01s	7,638	309	748
GLM 5.3 FlashX	10.0	10.0	100.0%	0		10.30s	6,861	231	20

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Laguna XS 2.1	3.0	10.0	0.0%	0		10.88s	255	16	4,437
GLM 5.3 FlashX	3.0	10.0	0.0%	0		2.60s	207	78	400

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