- Nafasi
- #126
- Jumla ya tokeni za matokeo
- 550,855
- Muda wa majibu (wastani)
- 84.66s
- Jumla ya gharama
- $0.066
DeepSeek V4 Flash 0731 (medium) vs KAT-Coder-Pro V2.5 (low)
KAT-Coder-Pro V2.5 (low) inaongoza kwa average score: 7.3 vs 7.3. DeepSeek V4 Flash 0731 (medium) ina gharama ya chini ya benchmark: $0.066 vs $0.400. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 20.20s vs 84.66s, na pass rates 71.2% vs 68.2%.
Modeli zilizolinganishwa
- Nafasi
- #122
- Jumla ya tokeni za matokeo
- 113,193
- Muda wa majibu (wastani)
- 20.20s
- Jumla ya gharama
- $0.400
Muundo unaopendekezwa
DeepSeek V4 Flash 0731 (medium)
Its score stays close to the best score here (7.3 vs 7.3), while costing about 6.1x less than KAT-Coder-Pro V2.5 (low).
Ulinganisho wa kina
| Kipimo | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low |
|---|---|---|
| Alama | 7.3 | 7.3 |
| Nafasi | #126 | #122 |
| Uaminifu | 10.0 | 10.0 |
| Uthabiti | 7.1 | 7.0 |
| Majaribio | 66/66 | 66/66 |
| Majaribio sahihi | ||
| Kiwango cha kupita kwa kila jaribio | 71.2% | 68.2% |
| Majaribio yasiyo thabiti | 8 | 8 |
| Jumla ya uendeshaji | 66 | 66 |
| Gharama kwa matokeo | 0.960 | 3.636 |
| Jumla ya gharama | $0.066 | $0.400 |
| Bei ya ingizo | $0.065 / 1M | $0.740 / 1M |
| Bei ya toleo | $0.180 / 1M | $2.960 / 1M |
| Jumla ya tokeni za ingizo | 89,819 | 87,682 |
| Tokeni za matokeo | 58,398 | 7,166 |
| Tokeni za hoja | 492,457 | 106,027 |
| Muda wa majibu (wastani) | 84.66s | 20.20s |
| Muda wa majibu (upeo) | 288.78s | 209.15s |
| Muda wa majibu (jumla) | 1862.46s | 444.35s |
| Vigezo | 284B jumla (13B 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.
#126 DeepSeek V4 Flash 0731
medium- Gharama
- $0.004
- Muda
- 93.3s
- Tokeni
- 13,252 tok
#122 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.2 | 7.9 | 83.3% | 1 | 17.95s | 698 | 2,101 | 6,715 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.4 | 4.4 | 77.8% | 2 | 198.78s | 6,032 | 4,109 | 160,154 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 7.3 | 5.8 | 83.3% | 1 | 150.58s | 65,118 | 40,110 | 97,296 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.21s | 7,290 | 287 | 1,519 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 2.9 | 7.2 | 11.1% | 1 | 203.11s | 592 | 9,333 | 154,069 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.1 | 3.1 | 66.7% | 1 | 12.16s | 471 | 66 | 1,589 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.5 | 6.8 | 83.3% | 1 | 2.42s | 706 | 109 | 580 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.2 | 7.3 | 88.9% | 1 | 65.12s | 594 | 1,530 | 66,970 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 4.41s | 8,178 | 374 | 152 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 56.64s | 140 | 379 | 3,413 | |
| 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
KAT-Coder-Pro V2.5lowvsGLM 5.3highClaude Sonnet 4.6nonevsKAT-Coder-Pro V2.5lowClaude Opus 4.8nonevsDeepSeek V4 Flash 0731mediumDeepSeek V4 Flash 0731mediumvsQwen3.7 PlusnoneDeepSeek V4 Flash 0731mediumvsGLM 5.3 FlashhighKAT-Coder-Pro V2.5lowvsGLM 5.3 FlashhighGemini 3.1 Flash LitemediumvsKAT-Coder-Pro V2.5lowKAT-Coder-Pro V2.5lowvsQwen3.7 PlusnoneDeepSeek V4 Flash 0731mediumvsKAT-Coder-Pro V2.5highKAT-Coder-Pro V2.5lowvsQwen3.8 2.4T A95BhighDeepSeek V4 Flash 0731mediumvsGLM 5.3highClaude Sonnet 4.6nonevsDeepSeek V4 Flash 0731medium