A new small text embedding model text-embedding-3-small is our new highly efficient embedding model and provides a significant upgrade over its predecessor, the text-embedding-ada-002 model released in December 2022.
Stronger performance. Comparing text-embedding-ada-002 to text-embedding-3-small, the average score on a commonly used benchmark for multi-language retrieval (MIRACL) has increased from 31.4% to 44.0%, while the average score on a commonly used benchmark for English tasks (MTEB) has increased from 61.0% to 62.3%.
Reduced price. text-embedding-3-small is also substantially more efficient than our previous generation text-embedding-ada-002 model. Pricing for text-embedding-3-small has therefore been reduced by 5X compared to text-embedding-ada-002, from a price per 1k tokens of $0.0001 to $0.00002.
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이 모델로 과학과목 관련 내용을 embedding 시키고 사용자가 질문한 내용과 similarity가 높은 것을 보여주는 식인가요?
GPT 처럼 LLM쓰신건지 궁금하네요..
text-embedding-ada-002는 2세대용으로 디폴트로 많이 사용하는데..
text-embedding-3-small 이 더 효율적이고, 성능도 향상되었습니다. 가격이 ada002보다 싸고요..
(v3이라는데.. 3세대로 봐야 할지는 모르겠네요..)
https://openai.com/blog/new-embedding-models-and-api-updates 자세히 나옵니다..
아래가 발취한 내용입니다.
A new small text embedding model
text-embedding-3-small is our new highly efficient embedding model and provides a significant upgrade over its predecessor, the text-embedding-ada-002 model released in December 2022.
Stronger performance. Comparing text-embedding-ada-002 to text-embedding-3-small, the average score on a commonly used benchmark for multi-language retrieval (MIRACL) has increased from 31.4% to 44.0%, while the average score on a commonly used benchmark for English tasks (MTEB) has increased from 61.0% to 62.3%.
Reduced price. text-embedding-3-small is also substantially more efficient than our previous generation text-embedding-ada-002 model. Pricing for text-embedding-3-small has therefore been reduced by 5X compared to text-embedding-ada-002, from a price per 1k tokens of $0.0001 to $0.00002.