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苹果研究团队揭示WRAP技术：用合成数据进行预训练大模型 成本低准确性高

10.3k 4 days ago
苹果研究团队揭示WRAP技术：用合成数据进行预训练大模型 成本低准确性高

Models

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o3-mini

Openai

o3-mini

$7.7

Input tokens/M

$30.8

Output tokens/M

200

Context Length

qwen3-livetranslate-flaltimeash-re-2025-09-22

Alibaba

qwen3-livetranslate-flaltimeash-re-2025-09-22

$8

Input tokens/M

$240

Output tokens/M

52

Context Length

腾讯混元生视频-视频特效

Tencent

腾讯混元生视频-视频特效

-

Input tokens/M

-

Output tokens/M

-

Context Length

腾讯混元生视频

Tencent

腾讯混元生视频

-

Input tokens/M

-

Output tokens/M

-

Context Length

gpt-oss-20b

Openai

gpt-oss-20b

$0.4

Input tokens/M

-

Output tokens/M

128

Context Length

Claude Opus 4.1

Anthropic

Claude Opus 4.1

$105

Input tokens/M

$525

Output tokens/M

200

Context Length

Spark X1

Iflytek

Spark X1

$2

Input tokens/M

-

Output tokens/M

-

Context Length

Wan2.1-T2V-1.3B

Alibaba

Wan2.1-T2V-1.3B

-

Input tokens/M

-

Output tokens/M

-

Context Length

Gemma 3n E2B Instructed

Google

Gemma 3n E2B Instructed

-

Input tokens/M

-

Output tokens/M

-

Context Length

Gemma 3n E4B

Google

Gemma 3n E4B

-

Input tokens/M

-

Output tokens/M

-

Context Length

Gemma 3n E2B Instructed LiteRT (Preview)

Google

Gemma 3n E2B Instructed LiteRT (Preview)

-

Input tokens/M

-

Output tokens/M

-

Context Length

Gemma 3n E4B Instructed

Google

Gemma 3n E4B Instructed

$140

Input tokens/M

$280

Output tokens/M

32

Context Length

Gemma 3n E4B Instructed LiteRT Preview

Google

Gemma 3n E4B Instructed LiteRT Preview

-

Input tokens/M

-

Output tokens/M

-

Context Length

Hunyuan-T1-Vision

Tencent

Hunyuan-T1-Vision

$3

Input tokens/M

$9

Output tokens/M

16

Context Length

Gemini Diffusion

Google

Gemini Diffusion

-

Input tokens/M

-

Output tokens/M

-

Context Length

Gemma 3 27B

Google

Gemma 3 27B

$0.7

Input tokens/M

$1.4

Output tokens/M

131

Context Length

Step-Video-T2V-Turbo

Stepfun

Step-Video-T2V-Turbo

-

Input tokens/M

-

Output tokens/M

-

Context Length

DeepSeek-R1-Distill-Qwen-32B

Deepseek

DeepSeek-R1-Distill-Qwen-32B

$2

Input tokens/M

-

Output tokens/M

8

Context Length

DeepSeek-R1-Distill-Qwen-1.5B

Deepseek

DeepSeek-R1-Distill-Qwen-1.5B

$2

Input tokens/M

-

Output tokens/M

8

Context Length

CogVideoX-3

Chatglm

CogVideoX-3

-

Input tokens/M

-

Output tokens/M

-

Context Length

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