Trinity Large Thinking (medium) vs GLM 5.3 FlashX (low)

Compared models

Recommended model GLM 5.3 FlashX (low)

Its score stays close to the best score here (6.0 vs 6.1), while costing about 5.2x less than Trinity Large Thinking (medium).

Metric	Trinity Large Thinking Trinity Large Thinking medium Release: 2026-07-28	GLM 5.3 FlashX GLM 5.3 FlashX low Release: 2026-09-21

Metric	Trinity Large Thinking Trinity Large Thinking medium Release: 2026-07-28	GLM 5.3 FlashX GLM 5.3 FlashX low Release: 2026-09-21
Score	6.1	6.0
Rank	#232	#238
Reliability	10.0	10.0
Consistency	7.7	6.8
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	49.3%	63.8%
Flaky tests	7	9
Total Runs	69	69
Cost per result	10.772	1.423
Total Cost	$0.820	$0.157
Input Price	$0.250 / 1M	$0.370 / 1M
Output Price	$0.800 / 1M	$1.250 / 1M
Total Input Tokens	319,352	277,028
Output Tokens	158,447	11,965
Reasoning Tokens	875,524	31,238
Response Time (avg)	84.01s	9.69s
Response Time (max)	525.14s	77.99s
Response Time (total)	1932.24s	222.83s
Parameters	398B total (13B active)	320B total (18B active)
Availability	Weights available	Closed

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

medium

low

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	6.1	3.1	66.7%	1		52.50s	200,866	2,281	14,905
GLM 5.3 FlashX	4.7	3.1	33.3%	1		77.99s	159,703	1,471	4,696

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	6.8	9.8	50.0%	0		5.11s	663	1,531	6,078
GLM 5.3 FlashX	8.2	7.9	83.3%	1		1.56s	639	278	353

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	7.5	10.0	66.7%	0		179.02s	7,248	7,413	351,155
GLM 5.3 FlashX	5.5	7.4	44.4%	1		5.45s	7,317	382	4,760

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	2.9	6.0	16.7%	1		382.70s	93,292	35,814	269,745
GLM 5.3 FlashX	2.8	1.6	33.3%	2		42.40s	92,545	8,581	18,553

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	6.3	5.8	66.7%	1		16.38s	6,906	475	11,153
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.59s	7,149	210	81

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	5.3	7.2	44.4%	1		124.17s	756	99,334	172,018
GLM 5.3 FlashX	3.5	4.4	33.3%	2		3.87s	759	36	2,040

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	10.0	10.0	100.0%	0		32.22s	501	7,035	7,774
GLM 5.3 FlashX	4.7	1.6	66.7%	1		2.07s	498	137	0

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	4.4	6.9	16.7%	1		3.99s	684	77	3,798
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.34s	678	72	84

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	5.2	5.4	44.5%	2		2.90s	678	2,508	3,231
GLM 5.3 FlashX	7.7	7.3	77.8%	1		1.89s	672	460	336

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	10.0	10.0	100.0%	0		5.26s	7,551	299	1,372
GLM 5.3 FlashX	10.0	10.0	100.0%	0		9.52s	6,861	231	20

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	3.0	10.0	0.0%	0		97.44s	207	1,680	34,295
GLM 5.3 FlashX	3.0	10.0	0.0%	0		2.69s	207	107	315

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