- Nafasi
- #91
- Jumla ya tokeni za matokeo
- 57,778
- Muda wa majibu (wastani)
- 4.59s
- Jumla ya gharama
- $0.117
Gemini 3.1 Flash Lite Preview (medium) vs KAT-Coder-Pro V2.5 (low)
Gemini 3.1 Flash Lite Preview (medium) inaongoza kwa average score: 7.4 vs 7.3. Gemini 3.1 Flash Lite Preview (medium) ina gharama ya chini ya benchmark: $0.117 vs $0.400. Gemini 3.1 Flash Lite Preview (medium) ni ya haraka zaidi: 4.59s vs 20.20s, na pass rates 63.6% vs 68.2%.
- Nafasi
- #101
- Jumla ya tokeni za matokeo
- 113,193
- Muda wa majibu (wastani)
- 20.20s
- Jumla ya gharama
- $0.400
Muundo unaopendekezwa
Gemini 3.1 Flash Lite Preview (medium)
It has the best score here (7.4), while costing about 3.4x less than KAT-Coder-Pro V2.5 (low).
Ulinganisho wa kina
| Kipimo | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low |
|---|---|---|
| Alama | 7.4 | 7.3 |
| Nafasi | #91 | #101 |
| Uaminifu | 10.0 | 10.0 |
| Uthabiti | 9.9 | 7.0 |
| Majaribio | 66/66 | 66/66 |
| Majaribio sahihi | ||
| Kiwango cha kupita kwa kila jaribio | 63.6% | 68.2% |
| Majaribio yasiyo thabiti | 0 | 8 |
| Jumla ya uendeshaji | 66 | 66 |
| Gharama kwa matokeo | 0.829 | 3.636 |
| Jumla ya gharama | $0.117 | $0.400 |
| Bei ya ingizo | $0.250 / 1M | $0.740 / 1M |
| Bei ya toleo | $1.500 / 1M | $2.960 / 1M |
| Jumla ya tokeni za ingizo | 117,493 | 87,682 |
| Tokeni za matokeo | 10,589 | 7,166 |
| Tokeni za hoja | 47,189 | 106,027 |
| Muda wa majibu (wastani) | 4.59s | 20.20s |
| Muda wa majibu (upeo) | 18.34s | 209.15s |
| Muda wa majibu (jumla) | 101.04s | 444.35s |
| Vigezo | ~150B jumla (~10B vinavyotumika) | ~700B jumla (~72B vinavyotumika) |
| Upatikanaji | Imefungwa | Imefungwa |
Onyesho la kizazi cha modeli
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#91 Gemini 3.1 Flash Lite Preview
medium- Gharama
- $0.003
- Muda
- 5.2s
- Tokeni
- 1,944 tok
#101 KAT-Coder-Pro V2.5
low- Gharama
- $0.016
- Muda
- 47.6s
- Tokeni
- 5,182 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
| 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 Preview | 9.1 | 10.0 | 75.0% | 0 | 2.33s | 512 | 570 | 4,305 | |
| KAT-Coder-Pro V2.5 | 6.9 | 5.8 | 75.0% | 2 | 4.20s | 672 | 277 | 4,228 |
| 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 Preview | 5.5 | 10.0 | 33.3% | 0 | 4.09s | 8,126 | 461 | 8,597 | |
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 24.87s | 7,893 | 402 | 24,945 |
| 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 Preview | 7.2 | 9.1 | 50.0% | 0 | 16.63s | 93,097 | 8,706 | 16,997 | |
| KAT-Coder-Pro V2.5 | 6.4 | 5.8 | 66.7% | 1 | 111.87s | 60,055 | 5,393 | 43,732 |
| 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 Preview | 10.0 | 10.0 | 100.0% | 0 | 2.29s | 7,362 | 279 | 2,952 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.19s | 7,776 | 288 | 1,917 |
| 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 Preview | 5.3 | 10.0 | 33.3% | 0 | 4.09s | 652 | 18 | 6,120 | |
| KAT-Coder-Pro V2.5 | 3.5 | 4.4 | 33.3% | 2 | 22.86s | 780 | 35 | 21,430 |
| 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 Preview | 10.0 | 10.0 | 100.0% | 0 | 3.16s | 488 | 96 | 1,488 | |
| KAT-Coder-Pro V2.5 | 4.1 | 2.7 | 33.3% | 1 | 2.32s | 516 | 99 | 412 |
| 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 Preview | 10.0 | 10.0 | 100.0% | 0 | 1.91s | 621 | 72 | 2,121 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 2.53s | 699 | 83 | 1,008 |
| 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 Preview | 7.7 | 10.0 | 66.7% | 0 | 5.30s | 566 | 141 | 1,896 | |
| KAT-Coder-Pro V2.5 | 6.4 | 4.4 | 77.8% | 2 | 3.11s | 696 | 289 | 1,820 |
| 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 Preview | 10.0 | 10.0 | 100.0% | 0 | 3.80s | 5,909 | 234 | 912 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 18.45s | 8,391 | 282 | 834 |
| 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 Preview | 3.0 | 10.0 | 0.0% | 0 | 2.68s | 160 | 12 | 1,801 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.06s | 204 | 18 | 5,701 |
Ulinganisho wa haraka
Badilisha jozi ya ulinganisho
Gemini 3.1 Flash Lite PreviewmediumvsQwen3.7 MaxnoneKAT-Coder-Pro V2.5lowvsGLM 5.3highClaude Sonnet 4.6nonevsKAT-Coder-Pro V2.5lowKAT-Coder-Pro V2.5lowvsGLM 5.3 FlashhighGemini 3.1 Flash LitemediumvsKAT-Coder-Pro V2.5lowGemini 3.1 Flash Lite PreviewmediumvsGPT 5.3 ChatnoneKAT-Coder-Pro V2.5lowvsQwen3.7 PlusnoneGemini 3.1 Flash Lite PreviewmediumvsGPT-5.6 TerralowGemini 3.1 Flash Lite PreviewmediumvsQwen3.8 2.4T A95BhighKAT-Coder-Pro V2.5lowvsQwen3.8 2.4T A95BhighDeepSeek V4 Flash 0731mediumvsKAT-Coder-Pro V2.5lowGemini 3.1 Flash Lite PreviewmediumvsGrok 4.6low