- Peringkat
- #91
- Total token output
- 57,778
- Waktu respons (rata-rata)
- 4.59s
- Total Biaya
- $0.117
Gemini 3.1 Flash Lite Preview (medium) vs KAT-Coder-Pro V2.5 (low)
Gemini 3.1 Flash Lite Preview (medium) unggul dalam skor rata-rata dengan 7.4 vs 7.3. Gemini 3.1 Flash Lite Preview (medium) memiliki biaya benchmark lebih rendah di $0.117 vs $0.400. Gemini 3.1 Flash Lite Preview (medium) lebih cepat di 4.59s vs 20.20s, dengan tingkat keberhasilan 63.6% vs 68.2%.
- Peringkat
- #101
- Total token output
- 113,193
- Waktu respons (rata-rata)
- 20.20s
- Total Biaya
- $0.400
Model yang direkomendasikan
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).
Perbandingan terperinci
| Metrik | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low |
|---|---|---|
| Skor | 7.4 | 7.3 |
| Peringkat | #91 | #101 |
| Keandalan | 10.0 | 10.0 |
| Konsistensi | 9.9 | 7.0 |
| Percobaan | 66/66 | 66/66 |
| Tes benar | ||
| Tingkat lulus per percobaan | 63.6% | 68.2% |
| Tes tidak stabil | 0 | 8 |
| Total Run | 66 | 66 |
| Biaya per hasil | 0.829 | 3.636 |
| Total Biaya | $0.117 | $0.400 |
| Harga input | $0.250 / 1M | $0.740 / 1M |
| Harga output | $1.500 / 1M | $2.960 / 1M |
| Total token input | 117,493 | 87,682 |
| Token output | 10,589 | 7,166 |
| Token penalaran | 47,189 | 106,027 |
| Waktu respons (rata-rata) | 4.59s | 20.20s |
| Waktu respons (maks) | 18.34s | 209.15s |
| Waktu respons (total) | 101.04s | 444.35s |
| 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.
#91 Gemini 3.1 Flash Lite Preview
medium- Biaya
- $0.003
- Waktu
- 5.2s
- Token
- 1,944 tok
#101 KAT-Coder-Pro V2.5
low- Biaya
- $0.016
- Waktu
- 47.6s
- Token
- 5,182 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
| 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 | 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 |
| 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 | 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 |
| 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 | 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 |
| 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 | 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 |
| 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 | 4.09s | 652 | 18 | 6,120 | |
| KAT-Coder-Pro V2.5 | 3.5 | 4.4 | 33.3% | 2 | 22.86s | 780 | 35 | 21,430 |
| 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 | 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 |
| 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 | 1.91s | 621 | 72 | 2,121 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 2.53s | 699 | 83 | 1,008 |
| 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 | 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 |
| 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 | 3.80s | 5,909 | 234 | 912 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 18.45s | 8,391 | 282 | 834 |
| 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 | 2.68s | 160 | 12 | 1,801 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.06s | 204 | 18 | 5,701 |
Perbandingan Cepat
Ganti Pasangan Perbandingan
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