Trinity Large Thinking (high) vs MiniMax M2.5 (medium)

Compared models

Recommended model MiniMax M2.5 (medium)

Its score stays close to the best score here (4.6 vs 4.8), while costing about 1.6x less than Trinity Large Thinking (high).

Metric	Trinity Large Thinking Trinity Large Thinking high Release: 2026-07-28	MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12

Metric	Trinity Large Thinking Trinity Large Thinking high Release: 2026-07-28	MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12
Score	4.8	4.6
Rank	#288	#300
Reliability	10.0	10.0
Consistency	7.2	6.6
Attempts	66/66	66/66
Tests Correct
Attempt pass rate	39.4%	43.9%
Flaky tests	8	9
Total Runs	66	66
Cost per result	12.473	6.463
Total Cost	$0.592	$0.363
Input Price	$0.250 / 1M	$0.300 / 1M
Output Price	$0.800 / 1M	$1.200 / 1M
Total Input Tokens	101,776	142,621
Output Tokens	276,367	20,409
Reasoning Tokens	656,252	251,820
Response Time (avg)	75.86s	69.08s
Response Time (max)	510.21s	251.36s
Response Time (total)	1668.93s	1036.24s
Parameters	398B total (13B active)	230B total (10B active)
Availability	Weights available	Weights available

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

high

medium

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
Trinity Large Thinking	6.7	8.1	58.3%	1		4.13s	663	3,108	7,565
MiniMax M2.5	7.9	6.3	83.3%	2		20.82s	612	286	45,344

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	3.7	4.7	33.3%	2		245.04s	7,204	83,616	266,836
MiniMax M2.5	3.4	9.1	0.0%	0		188.58s	6,076	357	106,177

Combined	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		262.39s	76,626	14,706	149,243
MiniMax M2.5	3.7	1.8	50.0%	2		83.19s	119,959	16,687	18,834

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		13.98s	6,906	580	9,338
MiniMax M2.5	4.6	1.7	66.7%	2		7.48s	6,584	266	3,835

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	2.9	7.2	11.1%	1		66.94s	756	163,364	166,091
MiniMax M2.5	2.9	7.2	11.1%	1		158.88s	368	14	45,372

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	6.5	3.4	66.7%	1		12.90s	501	5,700	5,942
MiniMax M2.5	3.8	2.5	33.3%	1		6.63s	492	25	1,686

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	6.3	10.0	50.0%	0		4.12s	684	88	2,853
MiniMax M2.5	7.5	10.0	50.0%	0		621ms	699	156	1,495

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Trinity Large Thinking	4.7	5.2	33.3%	2		3.84s	678	2,566	3,368
MiniMax M2.5	5.3	7.2	44.4%	1		11.21s	495	1,069	9,605

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		5.96s	7,551	282	1,440
MiniMax M2.5	10.0	10.0	100.0%	0		15.35s	7,123	269	937

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		125.13s	207	2,357	43,576
MiniMax M2.5	3.0	10.0	0.0%	0		80.79s	213	1,280	18,535

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