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Orodha ya Uchanganuzi na uchimbaji wa data

Ona ni modeli gani za AI zinafanya vizuri zaidi katika Uchanganuzi na uchimbaji wa data, zipi zinabaki thabiti, na pengo kubwa liko wapi.

Modeli zilizoonyeshwa

15

Wastani wa Alama ya Uchanganuzi na uchimbaji wa data

8.7

Modeli bora

DeepSeek V4 Flash 10.0

Sababu za kushindwa

Kwa sababu ya kushindwa Jibu lisilo sahihi35 Kwa sababu ya kushindwa Hitilafu ya API16 Kwa sababu ya kushindwa Hakuna jibu5 Kwa sababu ya kushindwa Muundo wa ziada4 Kwa sababu ya kushindwa Muda umeisha1
Nafasi Modeli Kampuni Alama ya Uchanganuzi na uchimbaji wa data Alama Majaribio sahihi Muda wa majibu (wastani)
#32 Gemini 3.5 Flash minimal Google 10.0 7.7 2/2 1.66s
#34 Qwen3.7 Max none Qwen 10.0 7.7 2/2 1.35s
#35 Gemini 3 PRO Preview medium Google 10.0 7.6 2/2 10.8s
#36 Qwen3.5 Plus 2026-04-20 medium Qwen 10.0 7.6 2/2 38.3s
#37 Gemma 4 26B A4B medium Google 10.0 7.6 2/2 16.5s
#38 Grok 4.3 medium X AI 10.0 7.6 2/2 19.0s
#39 Qwen3.6 Flash medium Qwen 10.0 7.5 2/2 9.65s
#40 Gemini 3.1 Flash Lite Preview medium Google 10.0 7.5 2/2 2.29s
#41 Nemotron 3 Ultra 550b A55b medium NVIDIA 10.0 7.5 2/2 5.68s
#42 GPT-5.2 medium OpenAI 10.0 7.5 2/2 3.15s
#44 Gemini 3.1 Flash Lite medium Google 10.0 7.5 2/2 2.60s
#45 GPT-5.4 Mini medium OpenAI 10.0 7.5 2/2 2.43s
#46 Qwen3.6 35B A3B medium Qwen 10.0 7.4 2/2 13.0s
#47 Grok Build 0.1 medium X AI 10.0 7.4 2/2 10.7s
#48 Gemini 3 Flash Preview none Google 10.0 7.4 2/2 1.41s

Modeli bora kwa Alama ya Uchanganuzi na uchimbaji wa data

Alama ya Uchanganuzi na uchimbaji wa data dhidi ya jumla ya gharama

Modeli bora kwa Muda wa majibu (wastani)