- Peringkat
- #230
- Total token output
- 15,760
- Waktu respons (rata-rata)
- 3.60s
- Total Biaya
- $0.090
Gemini 3.1 Flash Lite Preview vs KAT-Coder-Pro V2.5 (medium)
Skor rata-rata hampir imbang di 6.2 vs 6.2. Gemini 3.1 Flash Lite Preview memiliki biaya benchmark lebih rendah di $0.090 vs $0.478. Gemini 3.1 Flash Lite Preview lebih cepat di 3.60s vs 23.94s, dengan tingkat keberhasilan 55.1% vs 62.3%.
Model yang Dibandingkan
- Peringkat
- #227
- Total token output
- 139,375
- Waktu respons (rata-rata)
- 23.94s
- Total Biaya
- $0.478
Model yang direkomendasikan
Gemini 3.1 Flash Lite Preview
It has the best score here (6.2), while costing about 5.4x less than KAT-Coder-Pro V2.5 (medium).
Perbandingan terperinci
| Metrik | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium |
|---|---|---|
| Skor | 6.2 | 6.2 |
| Peringkat | #230 | #227 |
| Keandalan | 10.0 | 10.0 |
| Konsistensi | 9.7 | 7.2 |
| Percobaan | 69/69 | 69/69 |
| Tes benar | ||
| Tingkat lulus per percobaan | 55.1% | 62.3% |
| Tes tidak stabil | 1 | 8 |
| Total Run | 69 | 69 |
| Biaya per hasil | 0.743 | 4.342 |
| Total Biaya | $0.090 | $0.478 |
| Harga input | $0.250 / 1M | $0.740 / 1M |
| Harga output | $1.500 / 1M | $2.960 / 1M |
| Total token input | 261,962 | 87,916 |
| Token output | 15,760 | 7,213 |
| Token penalaran | 0 | 132,162 |
| Waktu respons (rata-rata) | 3.60s | 23.94s |
| Waktu respons (maks) | 48.59s | 257.00s |
| Waktu respons (total) | 82.91s | 550.52s |
| Parameter | ~150B total (~10B aktif) | ~700B total (~72B aktif) |
| Ketersediaan | Tertutup | Tertutup |
Showcase generasi model
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#230 Gemini 3.1 Flash Lite Preview
none- Biaya
- $0.003
- Waktu
- 4.7s
- Token
- 1,827 tok
#227 KAT-Coder-Pro V2.5
medium- Biaya
- $0.009
- Waktu
- 25.6s
- Token
- 2,939 tok
Model teratas berdasarkan skor
Skor vs Total Biaya
Waktu respons (rata-rata)
Skor vs Waktu respons (rata-rata)
Total token output
Skor vs Total token output
Rincian Kategori
| Tugas agen | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.0 | 10.0 | 0.0% | 0 | 48.59s | 141,007 | 1,599 | 0 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 3.38s | 0 | 0 | 0 |
| Trik anti-AI | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.5 | 8.4 | 66.7% | 1 | 1.04s | 504 | 1,092 | 0 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.9 | 83.3% | 1 | 3.90s | 672 | 208 | 3,868 |
| Pemrograman | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.5 | 10.0 | 33.3% | 0 | 967ms | 8,128 | 670 | 0 | |
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 33.10s | 7,893 | 416 | 33,658 |
| Gabungan | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 6.23s | 96,386 | 9,084 | 0 | |
| KAT-Coder-Pro V2.5 | 6.4 | 5.8 | 66.7% | 1 | 135.75s | 60,289 | 5,478 | 51,591 |
| Parsing dan ekstraksi data | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.22s | 7,550 | 399 | 0 | |
| KAT-Coder-Pro V2.5 | 7.3 | 5.9 | 83.3% | 1 | 4.70s | 7,776 | 275 | 2,122 |
| Spesifik domain | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.3 | 10.0 | 33.3% | 0 | 811ms | 654 | 437 | 0 | |
| KAT-Coder-Pro V2.5 | 2.9 | 4.4 | 22.2% | 2 | 35.11s | 780 | 36 | 33,495 |
| Kecerdasan umum | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 4.0 | 10.0 | 0.0% | 0 | 741ms | 488 | 69 | 0 | |
| KAT-Coder-Pro V2.5 | 4.7 | 3.1 | 33.3% | 1 | 2.35s | 516 | 92 | 381 |
| Kepatuhan instruksi | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.13s | 623 | 574 | 0 | |
| KAT-Coder-Pro V2.5 | 9.9 | 10.0 | 100.0% | 0 | 2.58s | 699 | 83 | 971 |
| Pemecahan teka-teki | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 900ms | 570 | 1,045 | 0 | |
| KAT-Coder-Pro V2.5 | 5.9 | 4.5 | 66.7% | 2 | 3.20s | 696 | 325 | 1,867 |
| Pemanggilan alat | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.39s | 5,894 | 782 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 19.02s | 8,391 | 282 | 1,010 |
| Pengetahuan umum | Skor | Konsistensi | Tingkat lulus per percobaan | Tes tidak stabil | Tes benar | Waktu respons (rata-rata) | Token input | Token output | Token penalaran |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 814ms | 158 | 9 | 0 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.87s | 204 | 18 | 3,199 |
Perbandingan Cepat
Ganti Pasangan Perbandingan
KAT-Coder-Pro V2.5mediumvsSpace Bunny AlphaxhighClaude Fable 5.1lowvsGemini 3.1 Flash Lite PreviewnoneDeepSeek V4 Flash 0731nonevsKAT-Coder-Pro V2.5mediumGemini 3.5 FlashnonevsKAT-Coder-Pro V2.5mediumGemini 3.1 Flash Lite PreviewnonevsSpace Bunny AlphaxhighDeepSeek V4 Flash 0423nonevsKAT-Coder-Pro V2.5mediumClaude Fable 5.1lowvsKAT-Coder-Pro V2.5mediumGemini 3.1 Flash Lite PreviewnonevsGrok 4.20mediumTrinity Large ThinkinglowvsGemini 3.1 Flash Lite PreviewnoneTrinity Large ThinkingmediumvsGemini 3.1 Flash Lite PreviewnoneKAT-Coder-Pro V2.5mediumvsSolar Pro 4highGemini 3.1 Flash LitelowvsKAT-Coder-Pro V2.5medium