Thinking Machines: Inkling vs Z.ai: GLM 5.2

Inkling (high) inaongoza kwa average score: 8.0 vs 7.8. GLM 5.2 (medium) ina gharama ya chini ya benchmark: $0.068 vs $1.006. GLM 5.2 (medium) ni ya haraka zaidi: 23.28s vs 64.16s, na pass rates 77.3% vs 80.3%.

Muundo unaopendekezwaGLM 5.2 (medium)Its score stays close to the best score here (7.8 vs 8.0), while costing about 14.9x less than Inkling (high).

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-18

Kipimo	Inkling Inkling high Toleo: 2026-07-18	GLM 5.2 GLM 5.2 medium Toleo: 2026-06-17

Kipimo	Inkling Inkling high Toleo: 2026-07-18	GLM 5.2 GLM 5.2 medium Toleo: 2026-06-17
Alama	8.0	7.8
Nafasi	#28	#38
Uaminifu	9.8	9.5
Uthabiti	8.9	8.0
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	77.3%	80.3%
Majaribio yasiyo thabiti	3	4
Jumla ya uendeshaji	66	63
Gharama kwa matokeo	6.704	2.159
Jumla ya gharama	$1.006	$0.068
Bei ya ingizo	$1.000 / 1M	$0.293 / 1M
Bei ya toleo	$4.050 / 1M	$0.920 / 1M
Jumla ya tokeni za ingizo	86,746	37,199
Tokeni za matokeo	6,055	12,261
Tokeni za hoja	220,791	49,500
Muda wa majibu (wastani)	64.16s	23.28s
Muda wa majibu (upeo)	327.51s	101.36s
Muda wa majibu (jumla)	1411.59s	488.94s

Hamster playing table tennis

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

#28 Thinking Machines: Inkling

high

Gharama: $0.005
Muda: 32.2s
Tokeni: 1,275 tok

#38 GLM 5.2

medium

Gharama: $0.041
Muda: 195.8s
Tokeni: 9,287 tok

Modeli bora kwa alama

Alama dhidi ya gharama ya jumla

Muda wa majibu (wastani)

Alama vs Muda wa majibu (wastani)

Jumla ya tokeni za matokeo

Alama vs Jumla ya tokeni za matokeo

Mgawanyo wa kategoria

Kategoria:

Mbinu za kupinga AI	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	10.0	10.0	100.0%	0		12.68s	702	455	7,204
GLM 5.2	10.0	10.0	100.0%	0		5.89s	639	497	2,634

Uandishi wa msimbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	8.5	10.0	66.7%	0		148.36s	7,374	430	78,982
GLM 5.2	8.2	7.2	88.9%	1		40.96s	7,317	1,475	17,123

Mchanganyiko	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	7.3	5.8	83.3%	1		63.78s	61,296	3,854	19,895
GLM 5.2	5.0	5.0	50.0%	0		51.96s	12,696	458	4,531

Uchanganuzi na uchimbaji wa data	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	10.0	10.0	100.0%	0		8.19s	7,068	216	2,349
GLM 5.2	10.0	10.0	100.0%	0		13.44s	7,149	348	2,345

Mahususi kwa domeni	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	7.7	10.0	66.7%	0		186.39s	683	59	76,777
GLM 5.2	4.1	4.4	44.5%	2		45.47s	551	8,188	11,606

Akili ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	10.0	10.0	100.0%	0		6.53s	501	182	1,151
GLM 5.2	10.0	10.0	100.0%	0		17.39s	498	54	1,842

Ufuataji wa maagizo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	9.8	10.0	100.0%	0		7.00s	708	93	2,098
GLM 5.2	9.9	10.0	100.0%	0		7.90s	678	94	1,518

Utatuzi wa mafumbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	6.9	4.9	77.8%	2		10.69s	714	429	4,623
GLM 5.2	8.2	7.2	88.9%	1		13.13s	672	536	4,822

Mwito wa zana	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	3.0	10.0	0.0%	0		6.52s	7,481	307	601
GLM 5.2	10.0	10.0	100.0%	0		20.41s	6,861	230	550

Maarifa ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Inkling	3.0	10.0	0.0%	0		153.57s	219	30	27,111
GLM 5.2	3.0	10.0	0.0%	0		34.25s	138	381	2,529

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

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