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Ling 3.0 Flash vs LFM3-1.7B (default)

Ling 3.0 Flash inaongoza kwa average score: 5.2 vs 4.1. Ling 3.0 Flash ina gharama ya chini ya benchmark: $0.004 vs $0.084. Ling 3.0 Flash ni ya haraka zaidi: 3.40s vs 16.99s, na pass rates 26.1% vs 34.8%.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-11-10

Modeli zilizolinganishwa

Nafasi
#370
Jumla ya tokeni za matokeo
12,777
Muda wa majibu (wastani)
3.40s
Jumla ya gharama
$0.004
Nafasi
#430
Jumla ya tokeni za matokeo
329,997
Muda wa majibu (wastani)
16.99s
Jumla ya gharama
$0.084
Muundo unaopendekezwa Ling 3.0 Flash

It has the best score here (5.2), while costing about 24.5x less than LFM3-1.7B (default).

Ulinganisho wa kina

Kipimo Ling 3.0 Flash Ling 3.0 Flash none Toleo: 2026-07-24 LFM3-1.7B LFM3-1.7B default Toleo: 2026-11-06 Inapatikana bure
Alama 5.2 4.1
Nafasi #370 #430
Uaminifu 10.0 10.0
Uthabiti 10.0 8.2
Majaribio 69/69 69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio 26.1% 34.8%
Majaribio yasiyo thabiti 0 5
Jumla ya uendeshaji 69 69
Gharama kwa matokeo 0.000 1.672
Jumla ya gharama $0.004 $0.084
Bei ya ingizo $0.021 / 1M $0.080 / 1M
Bei ya toleo $0.063 / 1M $0.200 / 1M
Bei ya kusoma akiba $0.005 / 1M $0.020 / 1M
Bei ya kuandika akiba Haipo Haipo
Jumla ya tokeni za ingizo 123,993 219,830
Tokeni za matokeo 12,777 5,711
Tokeni za hoja 0 324,286
Muda wa majibu (wastani) 3.40s 16.99s
Muda wa majibu (upeo) 17.51s 56.52s
Muda wa majibu (jumla) 74.77s 390.77s
Vigezo 124B jumla (5.1B vinavyotumika) 1.7B
Upatikanaji Chanzo huria Uzani unapatikana

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.

#370 Ling 3.0 Flash

none
Gharama
$0.000
Muda
11.6s
Tokeni
2,781 tok

#430 LiquidAI: LFM3-1.7B

default
OpenRouter returned no showcase content (finish_reason: length).
Gharama
$0.002
Muda
23.3s
Tokeni
8,320 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

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 Flash 5.5 10.0 33.3% 0 6.39s 8,307 639 0
LFM3-1.7B 2.9 10.0 0.0% 0 26.48s 7,461 0 73,728

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Ling 3.0 FlashnonevsNemotron 3.5 LightninghighInapatikana bureLing 3.0 FlashnonevsInkling SmalllowInapatikana bureLing 3.0 FlashnonevsKAT Coder AIR V2.5highLFM3-1.7BdefaultInapatikana burevsQwen3.5-9BmediumMercury 2.5nonevsLFM3-1.7BdefaultInapatikana bureLing 3.0 FlashnonevsMistral Small 4mediumMercury 2.5lowvsLing 3.0 FlashnoneLing 3.0 FlashnonevsKAT Coder AIR V2.5mediumLFM3-1.7BdefaultInapatikana burevsgpt-oss-120bnoneGranite 4.2 8BlowvsLing 3.0 FlashnoneApodex 1.1 MinidefaultInapatikana burevsLing 3.0 FlashnoneLFM3-1.7BdefaultInapatikana burevsGLM 4.7 Flashmedium