- Nafasi
- #293
- Jumla ya tokeni za matokeo
- 11,961
- Muda wa majibu (wastani)
- 3.58s
- Jumla ya gharama
- $0.069
Gemini 3.1 Flash Lite vs KAT-Coder-Pro V2.5 (default)
KAT-Coder-Pro V2.5 (default) inaongoza kwa average score: 6.1 vs 5.9. Gemini 3.1 Flash Lite ina gharama ya chini ya benchmark: $0.069 vs $0.742. Gemini 3.1 Flash Lite ni ya haraka zaidi: 3.58s vs 24.96s, na pass rates 47.8% vs 68.1%.
Modeli zilizolinganishwa
- Nafasi
- #284
- Jumla ya tokeni za matokeo
- 139,572
- Muda wa majibu (wastani)
- 24.96s
- Jumla ya gharama
- $0.742
Muundo unaopendekezwa
Gemini 3.1 Flash Lite
Its score stays close to the best score here (5.9 vs 6.1), while costing about 10.8x less than KAT-Coder-Pro V2.5 (default).
Ulinganisho wa kina
| Kipimo | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite none | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 default |
|---|---|---|
| Alama | 5.9 | 6.1 |
| Nafasi | #293 | #284 |
| Uaminifu | 9.9 | 10.0 |
| Uthabiti | 8.7 | 7.1 |
| Majaribio | 69/69 | 69/69 |
| Majaribio sahihi | ||
| Kiwango cha kupita kwa kila jaribio | 47.8% | 68.1% |
| Majaribio yasiyo thabiti | 4 | 8 |
| Jumla ya uendeshaji | 69 | 69 |
| Gharama kwa matokeo | 0.761 | 4.419 |
| Jumla ya gharama | $0.069 | $0.742 |
| Bei ya ingizo | $0.250 / 1M | $0.740 / 1M |
| Bei ya toleo | $1.500 / 1M | $2.960 / 1M |
| Bei ya kusoma akiba | $0.025 / 1M | $0.150 / 1M |
| Bei ya kuandika akiba | $0.084 / 1M | Haipo |
| Jumla ya tokeni za ingizo | 202,069 | 98,508 |
| Tokeni za matokeo | 11,961 | 8,088 |
| Tokeni za hoja | 0 | 131,484 |
| Muda wa majibu (wastani) | 3.58s | 24.96s |
| Muda wa majibu (upeo) | 43.82s | 335.41s |
| Muda wa majibu (jumla) | 82.24s | 574.12s |
| Vigezo | ~150B jumla (~10B vinavyotumika) | ~700B jumla (~72B 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.
#293 Gemini 3.1 Flash Lite
none- Gharama
- $0.001
- Muda
- 4.5s
- Tokeni
- 727 tok
#284 KAT-Coder-Pro V2.5
default- Gharama
- $0.010
- Muda
- 29.0s
- Tokeni
- 3,439 tok
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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 5.0 | 10.0 | 0.0% | 0 | 43.82s | 84,010 | 1,238 | 0 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.90s | 0 | 0 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 7.5 | 8.4 | 66.7% | 1 | 1.07s | 506 | 639 | 0 | |
| KAT-Coder-Pro V2.5 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 222 | 3,776 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 5.5 | 10.0 | 33.3% | 0 | 938ms | 8,128 | 666 | 0 | |
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 451 | 21,989 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 9.49s | 94,210 | 8,596 | 0 | |
| KAT-Coder-Pro V2.5 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 6,356 | 71,533 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 843ms | 7,267 | 279 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.07s | 7,776 | 288 | 2,073 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 2.9 | 7.2 | 11.1% | 1 | 701ms | 656 | 15 | 0 | |
| KAT-Coder-Pro V2.5 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 34 | 24,649 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 4.0 | 10.0 | 0.0% | 0 | 992ms | 486 | 63 | 0 | |
| KAT-Coder-Pro V2.5 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 111 | 956 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 859ms | 619 | 72 | 0 | |
| KAT-Coder-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 84 | 1,000 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 6.3 | 4.8 | 66.7% | 2 | 720ms | 570 | 150 | 0 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.03s | 696 | 256 | 1,673 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.97s | 5,457 | 234 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,391 | 268 | 835 |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 733ms | 160 | 9 | 0 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 18 | 3,000 |
Ulinganisho wa haraka
Badilisha jozi ya ulinganisho
Gemini 3.1 Flash Litenonevsgpt-oss-120bmediumGranite 4.2 8BmediumvsKAT-Coder-Pro V2.5defaultApodex 1.1 MinimediumInapatikana burevsKAT-Coder-Pro V2.5defaultKAT-Coder-Pro V2.5defaultvsStep 5 PreviewmediumKAT-Coder-Pro V2.5defaultvsQwen3.5 Plus 2026-04-20noneKAT-Coder-Pro V2.5defaultvsInklingnoneInapatikana bureApodex 1.1 MinilowInapatikana burevsKAT-Coder-Pro V2.5defaultTrinity Large ThinkingmediumvsKAT-Coder-Pro V2.5defaultKAT-Coder-Pro V2.5defaultvsBeam 1.0 501B A23BhighGemini 3.1 Flash LitenonevsInkling SmallmediumInapatikana bureGemini 3.1 Flash LitenonevsGLM 5.3 FlashXlowGemini 3.5 FlashnonevsKAT-Coder-Pro V2.5default