- Nafasi
- #245
- Jumla ya tokeni za matokeo
- 139,572
- Muda wa majibu (wastani)
- 24.96s
- Jumla ya gharama
- $0.742
KAT-Coder-Pro V2.5 (default) vs Inkling
average score iko karibu sawa: 6.1 vs 6.1. Inkling ina gharama ya chini ya benchmark: $0.292 vs $0.742. Inkling ni ya haraka zaidi: 5.30s vs 24.96s, na pass rates 68.1% vs 31.9%.
Modeli zilizolinganishwa
- Nafasi
- #242
- Jumla ya tokeni za matokeo
- 16,536
- Muda wa majibu (wastani)
- 5.30s
- Jumla ya gharama
- $0.292
Muundo unaopendekezwa
Inkling
It has the best score here (6.1), while costing about 2.5x less than KAT-Coder-Pro V2.5 (default).
Ulinganisho wa kina
| Kipimo | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 default | Inkling Inkling none Inapatikana bure |
|---|---|---|
| Alama | 6.1 | 6.1 |
| Nafasi | #245 | #242 |
| Uaminifu | 10.0 | 10.0 |
| Uthabiti | 7.1 | 9.6 |
| Majaribio | 69/69 | 69/69 |
| Majaribio sahihi | ||
| Kiwango cha kupita kwa kila jaribio | 68.1% | 31.9% |
| Majaribio yasiyo thabiti | 8 | 1 |
| Jumla ya uendeshaji | 69 | 69 |
| Gharama kwa matokeo | 4.419 | 4.337 |
| Jumla ya gharama | $0.742 | $0.292 |
| Bei ya ingizo | $0.740 / 1M | $0.950 / 1M |
| Bei ya toleo | $2.960 / 1M | $4.050 / 1M |
| Bei ya kusoma akiba | $0.150 / 1M | $0.160 / 1M |
| Bei ya kuandika akiba | Haipo | Haipo |
| Jumla ya tokeni za ingizo | 98,508 | 236,599 |
| Tokeni za matokeo | 8,088 | 11,561 |
| Tokeni za hoja | 131,484 | 4,975 |
| Muda wa majibu (wastani) | 24.96s | 5.30s |
| Muda wa majibu (upeo) | 335.41s | 48.02s |
| Muda wa majibu (jumla) | 574.12s | 121.91s |
| Vigezo | ~700B jumla (~72B vinavyotumika) | 975B jumla (41B vinavyotumika) |
| 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.
#245 KAT-Coder-Pro V2.5
default- Gharama
- $0.010
- Muda
- 29.0s
- Tokeni
- 3,439 tok
#242 Thinking Machines: Inkling
none
Provider returned error
- Gharama
- $0.000
- Muda
- 5.3s
- 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.90s | 0 | 0 | 0 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 45.64s | 132,479 | 1,007 | 4,975 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 222 | 3,776 | |
| Inkling | 4.8 | 10.0 | 25.0% | 0 | 1.43s | 678 | 261 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 451 | 21,989 | |
| Inkling | 4.5 | 10.0 | 0.0% | 0 | 1.01s | 7,356 | 436 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 6,356 | 71,533 | |
| Inkling | 2.9 | 5.8 | 16.7% | 1 | 25.74s | 80,195 | 8,777 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.07s | 7,776 | 288 | 2,073 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 1.14s | 7,056 | 279 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 34 | 24,649 | |
| Inkling | 5.3 | 10.0 | 33.3% | 0 | 1.18s | 786 | 45 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 111 | 956 | |
| Inkling | 5.0 | 10.0 | 0.0% | 0 | 859ms | 495 | 156 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 84 | 1,000 | |
| Inkling | 6.3 | 10.0 | 50.0% | 0 | 1.72s | 696 | 72 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.03s | 696 | 256 | 1,673 | |
| Inkling | 5.6 | 9.9 | 33.3% | 0 | 931ms | 696 | 291 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,391 | 268 | 835 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 2.50s | 5,949 | 213 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 18 | 3,000 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 670ms | 213 | 24 | 0 |
Ulinganisho wa haraka
Badilisha jozi ya ulinganisho
Apodex 1.1 MinilowInapatikana burevsInklingnoneInapatikana bureGranite 4.2 8BmediumvsKAT-Coder-Pro V2.5defaultTrinity Large ThinkingmediumvsInklingnoneInapatikana bureApodex 1.1 MinimediumInapatikana burevsKAT-Coder-Pro V2.5defaultGranite 4.2 8BmediumvsInklingnoneInapatikana bureKAT-Coder-Pro V2.5defaultvsQwen3.5 Plus 2026-04-20noneApodex 1.1 MinilowInapatikana burevsKAT-Coder-Pro V2.5defaultTrinity Large ThinkingmediumvsKAT-Coder-Pro V2.5defaultApodex 1.1 MinimediumInapatikana burevsInklingnoneInapatikana bureGemini 3.5 FlashnonevsKAT-Coder-Pro V2.5defaultKAT-Coder-Pro V2.5defaultvsGLM 5.3 FlashXlowClaude Fable 5.1lowvsInklingnoneInapatikana bure