Ling 3.1 Flash (medium) vs Qwen3.5-9B (medium)

Modeli zilizolinganishwa

Nafasi: #97
Jumla ya tokeni za matokeo: 571,666
Muda wa majibu (wastani): 88.74s
Jumla ya gharama: $0.000

Nafasi: #402
Jumla ya tokeni za matokeo: 447,247
Muda wa majibu (wastani): 110.18s
Jumla ya gharama: $0.106

Muundo unaopendekezwa Ling 3.1 Flash (medium)

Ina alama ya juu zaidi katika ulinganisho huu (8.3) na uwiano bora zaidi wa gharama na muda wa kujibu kati ya modeli 2.

Ulinganisho wa kina

Kipimo	Ling 3.1 Flash Ling 3.1 Flash medium Toleo: 2026-10-03	Qwen3.5-9B Qwen3.5-9B medium Toleo: 2026-03-02

Kipimo	Ling 3.1 Flash Ling 3.1 Flash medium Toleo: 2026-10-03	Qwen3.5-9B Qwen3.5-9B medium Toleo: 2026-03-02
Alama	8.3	4.0
Nafasi	#97	#402
Uaminifu	9.6	8.7
Uthabiti	8.8	7.9
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.0%	26.1%
Majaribio yasiyo thabiti	3	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	369,495	387,323
Tokeni za matokeo	172,852	48,562
Tokeni za hoja	476,002	410,431
Muda wa majibu (wastani)	88.74s	110.18s
Muda wa majibu (upeo)	567.88s	569.97s
Muda wa majibu (jumla)	2041.10s	1873.00s
Vigezo	560B jumla (25B vinavyotumika)	9B
Upatikanaji	Imefungwa	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.

#97 Ling 3.1 Flash

medium

Gharama: $0.000
Muda: 101.1s
Tokeni: 11,607 tok

#402 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 3.1 Flash	10.0	10.0	100.0%	0		100.10s	233,792	12,506	12,249
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 3.1 Flash	10.0	10.0	100.0%	0		4.24s	750	1,152	3,396
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 3.1 Flash	10.0	10.0	100.0%	0		87.15s	8,298	19,577	62,002
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 3.1 Flash	6.6	9.1	50.0%	0		306.46s	106,402	26,806	100,471
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 3.1 Flash	10.0	10.0	100.0%	0		20.92s	8,016	1,334	3,754
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 3.1 Flash	2.9	7.2	11.1%	1		262.25s	837	100,307	228,869
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 3.1 Flash	5.3	10.0	0.0%	0		7.28s	546	152	1,820
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 3.1 Flash	9.8	10.0	100.0%	0		3.57s	744	323	1,317
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 3.1 Flash	8.2	7.2	88.9%	1		42.32s	747	5,455	40,080
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 3.1 Flash	2.8	2.1	33.3%	1		47.17s	9,135	3,850	12,018
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 3.1 Flash	3.0	10.0	0.0%	0		32.55s	228	1,390	10,026
Qwen3.5-9B	3.0	10.0	0.0%	0		177.02s	68	3,074	29,694

Badilisha jozi ya ulinganisho

Gemini 4 ArgonlowvsLing 3.1 Flashmedium DeepSeek V4.1 Flash 1017maxvsLing 3.1 Flashmedium Ling 3.1 FlashmediumvsGrok 4.5high Ling 3.1 FlashmediumvsKimi K3max Gemini 3.5 FlashhighvsLing 3.1 Flashmedium Claude Haiku 5.5highvsLing 3.1 Flashmedium Ling 3.1 FlashmediumvsGPT-5.6 Terrahigh Mercury 2.5nonevsQwen3.5-9Bmedium Ling 3.1 FlashmediumvsGLM 5.2high DeepSeek V4 Flash 0731highvsLing 3.1 Flashmedium Seed-2.0-CodelowvsLing 3.1 Flashmedium gpt-oss-120bnonevsQwen3.5-9Bmedium