Ling 3.0 Tiny (low) vs Qwen3.5-9B (medium)

Modeli zilizolinganishwa

Nafasi: #418
Jumla ya tokeni za matokeo: 868,004
Muda wa majibu (wastani): 63.15s
Jumla ya gharama: $0.000

Nafasi: #408
Jumla ya tokeni za matokeo: 447,247
Muda wa majibu (wastani): 110.18s
Jumla ya gharama: $0.106

Muundo unaopendekezwa Qwen3.5-9B (medium)

Ina alama ya juu zaidi katika ulinganisho huu (4.0) na uwiano bora zaidi wa gharama na muda wa kujibu kati ya modeli 2.

Ulinganisho wa kina

Kipimo	Ling 3.0 Tiny Ling 3.0 Tiny low Toleo: 2026-08-07	Qwen3.5-9B Qwen3.5-9B medium Toleo: 2026-03-02

Kipimo	Ling 3.0 Tiny Ling 3.0 Tiny low Toleo: 2026-08-07	Qwen3.5-9B Qwen3.5-9B medium Toleo: 2026-03-02
Alama	3.7	4.0
Nafasi	#418	#408
Uaminifu	9.6	8.7
Uthabiti	9.7	7.9
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	18.8%	26.1%
Majaribio yasiyo thabiti	1	6
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	0.000	3.523
Jumla ya gharama	$0.000	$0.106
Bei ya ingizo	$0.000 / 1M	$0.100 / 1M
Bei ya toleo	$0.000 / 1M	$0.150 / 1M
Bei ya kusoma akiba	Haipo	Haipo
Bei ya kuandika akiba	Haipo	Haipo
Jumla ya tokeni za ingizo	99,662	387,323
Tokeni za matokeo	146,555	48,562
Tokeni za hoja	732,977	410,431
Muda wa majibu (wastani)	63.15s	110.18s
Muda wa majibu (upeo)	252.08s	569.97s
Muda wa majibu (jumla)	1389.35s	1873.00s
Vigezo	7.9B jumla (1.3B vinavyotumika)	9B
Upatikanaji	Chanzo huria	Chanzo huria

Bei za akiba zinahusu tokeni za ingizo. Kusoma hutumia tena maelekezo yaliyohifadhiwa; kuandika huyahifadhi na kunaweza kuongeza gharama. Tokeni za matokeo hutumia bei ya matokeo.

Onyesho la kizazi cha modeli

Hamster playing table tennis

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

#418 Ling 3.0 Tiny

low

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Gharama: $0.000
Muda: 200.0s
Tokeni: 5,030 tok

#408 Qwen3.5-9B

medium

Gharama: $0.001
Muda: 35.9s
Tokeni: 3,030 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:

Kazi za mawakala	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
Ling 3.0 Tiny	3.0	10.0	0.0%	0		21ms	0	0	0
Qwen3.5-9B	5.2	3.2	33.3%	1		152.85s	370,128	1,827	43,724

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
Ling 3.0 Tiny	6.5	10.0	50.0%	0		25.30s	750	5,100	94,884
Qwen3.5-9B	5.1	5.8	50.0%	2		34.44s	369	2,621	12,411

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
Ling 3.0 Tiny	2.9	10.0	0.0%	0		170.73s	7,619	56,012	170,220
Qwen3.5-9B	2.9	10.0	0.0%	0		100.88s	2,396	7,890	41,129

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
Ling 3.0 Tiny	3.0	10.0	0.0%	0		134.79s	72,165	19,498	125,503
Qwen3.5-9B	3.0	10.0	0.0%	0		0ms	0	0	0

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
Ling 3.0 Tiny	2.8	10.0	0.0%	0		4.82s	8,016	1,531	6,288
Qwen3.5-9B	3.6	5.6	33.3%	1		87.31s	4,722	1,383	32,113

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
Ling 3.0 Tiny	3.0	10.0	0.0%	0		72.15s	637	36,585	146,171
Qwen3.5-9B	3.6	7.2	22.2%	1		272.50s	420	29,239	205,666

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
Ling 3.0 Tiny	5.1	3.4	33.3%	1		29.35s	546	4,876	30,522
Qwen3.5-9B	2.8	1.6	33.3%	1		226.38s	180	0	30,695

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
Ling 3.0 Tiny	6.6	10.0	50.0%	0		3.09s	744	611	1,404
Qwen3.5-9B	6.5	10.0	50.0%	0		5.75s	381	491	1,824

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
Ling 3.0 Tiny	3.0	10.0	0.0%	0		32.49s	731	12,171	68,764
Qwen3.5-9B	3.0	10.0	0.0%	0		32.27s	376	1,593	12,026

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
Ling 3.0 Tiny	10.0	10.0	100.0%	0		5.94s	8,226	380	708
Qwen3.5-9B	10.0	10.0	100.0%	0		4.31s	8,283	444	1,149

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
Ling 3.0 Tiny	3.0	10.0	0.0%	0		213.54s	228	9,791	88,513
Qwen3.5-9B	3.0	10.0	0.0%	0		177.02s	68	3,074	29,694

Badilisha jozi ya ulinganisho

Ling 3.0 TinylowvsXing4.0 29b A4bmediumInapatikana bure Mercury 2.5nonevsQwen3.5-9Bmedium Ling 3.0 TinylowvsNemotron 3.5 LightningnoneInapatikana bure gpt-oss-120bnonevsQwen3.5-9Bmedium Granite 4.1 8bdefaultvsLing 3.0 Tinylow Ling 3.0 TinydefaultvsQwen3.5-9Bmedium Granite 4.1 8bdefaultvsQwen3.5-9Bmedium Nemotron 3.5 LightningnoneInapatikana burevsQwen3.5-9Bmedium Ling 3.0 TinylowvsGrok 4.20none Command A+mediumvsLing 3.0 Tinylow Mercury 2nonevsQwen3.5-9Bmedium Ling 3.0 TinyhighvsQwen3.5-9Bmedium