Seed-2.0-Code (high) vs GLM 5.3 FlashX (high)

Modeli zilizolinganishwa

Nafasi: #159
Jumla ya tokeni za matokeo: 432,850
Muda wa majibu (wastani): 124.87s
Jumla ya gharama: $1.448

Nafasi: #164
Jumla ya tokeni za matokeo: 97,728
Muda wa majibu (wastani): 14.94s
Jumla ya gharama: $0.210

Muundo unaopendekezwa GLM 5.3 FlashX (high)

Its score stays close to the best score here (7.4 vs 7.5), while costing about 6.9x less than Seed-2.0-Code (high).

Ulinganisho wa kina

Kipimo	Seed-2.0-Code Seed-2.0-Code high Toleo: 2026-08-12	GLM 5.3 FlashX GLM 5.3 FlashX high Toleo: 2026-09-21

Kipimo	Seed-2.0-Code Seed-2.0-Code high Toleo: 2026-08-12	GLM 5.3 FlashX GLM 5.3 FlashX high Toleo: 2026-09-21
Alama	7.5	7.4
Nafasi	#159	#164
Uaminifu	9.0	10.0
Uthabiti	7.9	8.2
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	65.2%	69.6%
Majaribio yasiyo thabiti	5	5
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	12.061	1.612
Jumla ya gharama	$1.448	$0.210
Bei ya ingizo	$0.500 / 1M	$0.370 / 1M
Bei ya toleo	$3.000 / 1M	$1.250 / 1M
Bei ya kusoma akiba	Haipo	$0.090 / 1M
Bei ya kuandika akiba	Haipo	Haipo
Jumla ya tokeni za ingizo	297,321	235,914
Tokeni za matokeo	8,997	8,147
Tokeni za hoja	423,853	89,581
Muda wa majibu (wastani)	124.87s	14.94s
Muda wa majibu (upeo)	675.30s	91.16s
Muda wa majibu (jumla)	2871.96s	343.65s
Vigezo	~200B jumla (~20B vinavyotumika)	320B jumla (18B vinavyotumika)
Upatikanaji	Imefungwa	Imefungwa

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.

#159 Seed-2.0-Code

high

Gharama: $0.037
Muda: 183.6s
Tokeni: 12,388 tok

#164 GLM 5.3 FlashX

high

Gharama: $0.030
Muda: 169.4s
Tokeni: 23,950 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
Seed-2.0-Code	10.0	10.0	100.0%	0		139.94s	215,351	1,811	20,464
GLM 5.3 FlashX	10.0	10.0	100.0%	0		78.03s	154,549	1,326	12,503

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
Seed-2.0-Code	8.3	10.0	75.0%	0		35.07s	906	1,204	17,533
GLM 5.3 FlashX	8.2	7.9	83.3%	1		1.98s	639	425	606

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
Seed-2.0-Code	6.2	6.5	55.6%	1		266.74s	6,750	432	124,956
GLM 5.3 FlashX	8.2	7.2	88.9%	1		8.06s	7,317	374	9,267

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
Seed-2.0-Code	7.3	5.8	83.3%	1		144.87s	57,003	4,295	26,889
GLM 5.3 FlashX	3.0	10.0	0.0%	0		27.73s	56,585	4,123	15,563

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
Seed-2.0-Code	10.0	10.0	100.0%	0		24.28s	8,034	246	4,782
GLM 5.3 FlashX	7.3	5.8	83.3%	1		1.82s	7,149	298	285

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
Seed-2.0-Code	3.5	4.4	33.3%	2		419.73s	828	10	212,349
GLM 5.3 FlashX	3.6	7.2	22.2%	1		50.04s	759	506	48,992

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
Seed-2.0-Code	4.6	7.8	0.0%	0		36.45s	382	131	2,577
GLM 5.3 FlashX	6.1	3.1	66.7%	1		2.28s	498	169	229

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
Seed-2.0-Code	9.8	10.0	100.0%	0		11.26s	816	72	2,661
GLM 5.3 FlashX	10.0	10.0	100.0%	0		1.72s	678	72	177

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
Seed-2.0-Code	7.8	9.3	66.7%	0		15.91s	786	585	4,473
GLM 5.3 FlashX	10.0	10.0	100.0%	0		2.06s	672	462	434

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
Seed-2.0-Code	4.7	1.6	66.7%	1		35.09s	6,198	196	644
GLM 5.3 FlashX	10.0	10.0	100.0%	0		7.09s	6,861	231	84

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
Seed-2.0-Code	3.0	10.0	0.0%	0		52.23s	267	15	6,525
GLM 5.3 FlashX	3.0	10.0	0.0%	0		5.34s	207	161	1,441

Badilisha jozi ya ulinganisho

Seed-2.0-CodemediumvsGLM 5.3 FlashXhigh Grok 4.7lowvsGLM 5.3 FlashXhigh DeepSeek V4 Flash 0731lowvsGLM 5.3 FlashXhigh Qwen3.6 FlashmediumvsGLM 5.3 FlashXhigh GPT-5.6 LunamediumvsGLM 5.3 FlashXhigh DeepSeek V4 Pro 0423nonevsGLM 5.3 FlashXhigh InklingmediumInapatikana burevsGLM 5.3 FlashXhigh Seed-2.0-CodehighvsGPT-5.6 Lunamedium Seed-2.0-CodehighvsQwen3.6 Flashmedium Gemma 4 26B A4BmediumInapatikana burevsGLM 5.3 FlashXhigh Seed-2.0-CodehighvsDeepSeek V4 Flash 0731low Seed-2.0-CodehighvsGLM 5.1medium