- Nafasi
- #289
- Jumla ya tokeni za matokeo
- 12,777
- Muda wa majibu (wastani)
- 3.40s
- Jumla ya gharama
- $0.004
Ling 3.0 Flash vs Qwen3 Coder Next (medium)
Ling 3.0 Flash inaongoza kwa average score: 5.2 vs 4.7. Ling 3.0 Flash ina gharama ya chini ya benchmark: $0.004 vs $0.071. Ling 3.0 Flash ni ya haraka zaidi: 3.40s vs 16.97s, na pass rates 26.1% vs 24.6%.
Modeli zilizolinganishwa
- Nafasi
- #323
- Jumla ya tokeni za matokeo
- 40,395
- Muda wa majibu (wastani)
- 16.97s
- Jumla ya gharama
- $0.071
Muundo unaopendekezwa
Ling 3.0 Flash
It has the best score here (5.2), while costing about 20.5x less than Qwen3 Coder Next (medium).
Ulinganisho wa kina
| Kipimo | Ling 3.0 Flash Ling 3.0 Flash none | Qwen3 Coder Next Qwen3 Coder Next medium |
|---|---|---|
| Alama | 5.2 | 4.7 |
| Nafasi | #289 | #323 |
| Uaminifu | 10.0 | 10.0 |
| Uthabiti | 10.0 | 8.7 |
| Majaribio | 69/69 | 69/69 |
| Majaribio sahihi | ||
| Kiwango cha kupita kwa kila jaribio | 26.1% | 24.6% |
| Majaribio yasiyo thabiti | 0 | 4 |
| Jumla ya uendeshaji | 69 | 69 |
| Gharama kwa matokeo | 0.000 | 2.280 |
| Jumla ya gharama | $0.004 | $0.071 |
| Bei ya ingizo | $0.021 / 1M | $0.120 / 1M |
| Bei ya toleo | $0.063 / 1M | $0.800 / 1M |
| Bei ya kusoma akiba | $0.005 / 1M | $0.070 / 1M |
| Bei ya kuandika akiba | Haipo | Haipo |
| Jumla ya tokeni za ingizo | 123,993 | 311,647 |
| Tokeni za matokeo | 12,777 | 40,395 |
| Tokeni za hoja | 0 | 0 |
| Muda wa majibu (wastani) | 3.40s | 16.97s |
| Muda wa majibu (upeo) | 17.51s | 151.35s |
| Muda wa majibu (jumla) | 74.77s | 305.55s |
| Vigezo | 124B jumla (5.1B vinavyotumika) | 80B jumla (3B vinavyotumika) |
| 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.
#289 Ling 3.0 Flash
none- Gharama
- $0.000
- Muda
- 11.6s
- Tokeni
- 2,781 tok
#323 Qwen3 Coder Next
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Gharama
- $0.000
- Muda
- 300.0s
- Tokeni
- 0 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
| 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 Flash | 3.0 | 10.0 | 0.0% | 0 | 26ms | 0 | 0 | 0 | |
| Qwen3 Coder Next | 5.0 | 10.0 | 0.0% | 0 | 151.35s | 163,444 | 21,326 | 0 |
| 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 Flash | 4.8 | 10.0 | 25.0% | 0 | 3.34s | 762 | 139 | 0 | |
| Qwen3 Coder Next | 3.5 | 8.1 | 16.7% | 1 | 8.64s | 645 | 1,252 | 0 |
| 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 | |
| Qwen3 Coder Next | 3.7 | 7.2 | 22.2% | 1 | 924ms | 7,185 | 336 | 0 |
| 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 Flash | 3.0 | 10.0 | 0.0% | 0 | 8.58s | 95,727 | 11,102 | 0 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 14.65s | 121,413 | 16,067 | 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 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.10s | 8,022 | 249 | 0 | |
| Qwen3 Coder Next | 6.5 | 10.0 | 50.0% | 0 | 81.80s | 7,758 | 246 | 0 |
| 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 Flash | 3.0 | 10.0 | 0.0% | 0 | 840ms | 654 | 18 | 0 | |
| Qwen3 Coder Next | 3.6 | 7.2 | 22.2% | 1 | 570ms | 762 | 25 | 0 |
| 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 Flash | 5.0 | 10.0 | 0.0% | 0 | 1.58s | 549 | 51 | 0 | |
| Qwen3 Coder Next | 6.3 | 3.4 | 66.7% | 1 | 1.39s | 498 | 142 | 0 |
| 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 Flash | 4.8 | 10.0 | 0.0% | 0 | 836ms | 750 | 71 | 0 | |
| Qwen3 Coder Next | 6.3 | 10.0 | 50.0% | 0 | 7.49s | 684 | 63 | 0 |
| 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 Flash | 5.3 | 10.0 | 33.3% | 0 | 1.49s | 756 | 283 | 0 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 1.25s | 678 | 671 | 0 |
| 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 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.85s | 8,235 | 216 | 0 | |
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.64s | 8,364 | 255 | 0 |
| 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 Flash | 3.0 | 10.0 | 0.0% | 0 | 10.61s | 231 | 9 | 0 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 399ms | 216 | 12 | 0 |
Ulinganisho wa haraka
Badilisha jozi ya ulinganisho
Ling 3.0 FlashnonevsNemotron 3.5 LightninghighInapatikana bureLing 3.0 FlashnonevsInkling SmalllowInapatikana bureGranite 4.2 8BhighvsQwen3 Coder NextmediumLaguna S 2.1noneInapatikana burevsQwen3 Coder NextmediumLing 3.0 FlashnonevsKAT Coder AIR V2.5highDeepSeek V3.2nonevsQwen3 Coder NextmediumGPT-5.4 NanononevsQwen3 Coder NextmediumNorth Mini CodenoneInapatikana burevsQwen3 Coder NextmediumLaguna S 2.1lowInapatikana burevsQwen3 Coder NextmediumMercury 2.5 PreviewnonevsQwen3 Coder NextmediumLing 3.0 FlashnonevsMistral Small 4mediumNemotron 3.5 LightninglowInapatikana burevsQwen3 Coder Nextmedium