Google引入了雙子座嵌入，這是一個集成到雙子座API中的AI驅動的文本處理模型。
該模型在
雙子座嵌入和其他嵌入模型將文本轉換為數值表示（vectors），以啟用語義搜索，建議系統和文檔檢索。他們允許更智能的搜索排名（例如Google搜索），由AI驅動的客戶支持檢索，文檔群集和推薦引擎。
google “，雙子座嵌入模型家族在大規模的文本嵌入基準測試（MTEB）上實現了最新的結果，超過了所有可用的文本，使所有可用的文本嵌入了所有檢索，分類，分類，並
隨著AI驅動的搜索和NLP技術的越來越複雜，MTEB之類的基準是通過擁抱面孔創建的關鍵評估工具。排行榜，是AI嵌入模型的行業標準排名，評估了檢索，分類，聚類和重新管理任務的性能。 Gemini Embedding achieved a mean task score of 68.32, outperforming Linq-Embed-Mistral and gte-Qwen2-7B-instruct, both of which scored in the low 60s.
Key results included an 85.13 in pair classification, 67.71 in retrieval, and 65.58 in reranking, making it the highest-performing text embedding model currently available.
Image: Google
Higher scores on this benchmark indicate improved performance in real-world applications such as AI-powered search engines, document analysis, and chatbot optimization.
Companies looking to integrate AI into their platforms often rely on these scores to determine which model best suits their needs. Google目前在這個領域的領導力標誌著使雙子座嵌入AI驅動的文本處理的首選解決方案。
gemini嵌入如何可以重塑AI AI搜索和商業應用程序
Google在MTEB中的成功率在MTE的成功範圍更廣泛地涉及AI-Power search和Enterper exterper exterper exterper exterPrise esterper exterPrise esterper esserpersise。嵌入模型是搜索排名算法，推薦引擎和聊天機器人響應的基礎。
具有高檢索和分類分數的模型增強了AI的能力，使AI產生更相關的搜索結果，使其對Google搜索和其他AI-PREAD服務的影響特別有價值。該公司目前正在測試一種用於Google搜索的新AI模式，該模式提供了純AI驅動的搜索結果，這些搜索結果可將傳統鏈接替換為AI生成的答案。
超越搜索，Gemini Embedding的多語言能力將其作為改進交叉語言應用程序的工具。在檢索任務中表現良好的AI對於在多種語言中運作的企業至關重要，因為它們有助於增強翻譯準確性，客戶服務自動化和內容排名。
這使雙子座嵌入了潛在有用的資產，可以在電子商務，法律文檔和技術支持方面進行諸如google cloge clound comline clount clound clound clound clound clound clound clound
該模型在排名和聚類任務方面超越競爭對手的能力表明，依靠AI驅動的內容組織受益於其在基於雲的AI服務中的集成可以受益。
<強> <強> <強>但是，以前的迭代，包括文本-載體-雜交-002，努力保持對新興的開源替代方案的統治地位。
與開源模型不同，
具有更大的自定義和透明度的開放式型號，可提供更高的自定義和透明度，專有解決方案直接集成到雙子座中，使其成為了它已經使用其無縫的Enterprises使用了它的Enterprises，因此它是一種使用雲層Ai ai ai ai ai ai工具。但是，競爭對手的快速進步表明，未來的MTEB基準可能會變得更加競爭。
儘管Google目前在MTEB排名中領先，但AI文本嵌入空間仍然具有競爭力，尤其是開源替代方案，具有挑戰專有模型的開源替代方案。像Cohere和Mistral這樣的公司已經迅速獲得了吸引力，提供了某些企業比封閉式解決方案更喜歡的透明度和靈活性。
諸如雙子座嵌入（例如Gemini嵌入）的主要優勢在於它們與Google更廣泛的AI生態系統的深刻整合。但是，開源模型為需要專門實施的企業提供了更大的適應性。 The question moving forward is whether Google can sustain its leadership in AI text processing as competition intensifies.
AI Model Benchmarks – LLM Leaderboard
Last updated: Mar 7, 2025
OrganizationModelContextParameters (B)Input $/MOutput $/MLicenseGPQAMMLUMMLU ProDROPHumanEvalAIME’24SimpleBenchModel openai o3128,000–––Proprietary87.70%––––o3 anthropic Claude 3.7 Sonnet200,000–$3.00 $15.00 Proprietary84.80%86.10%–––80.00%46.4%Claude 3.7 Sonnet xai Grok-3128,000–––Proprietary84.60%–79.90%––93.30%Grok-3 xai Grok-3 Mini128,000–––Proprietary84.60%–78.90%––90.80%Grok-3 Mini openai o3-mini200,000–$1.10 $4.40 Proprietary79.70%86.90%–––86.50%22.8%o3-mini openai o1-pro128,000–––Proprietary79.00%––––86.00%o1-pro openai o1200,000–$15.00 $60.00 Proprietary78.00%91.80%––88.10%83.30%40.1%o1 google Gemini 2.0 Flash Thinking1,000,000–––Proprietary74.20%––––73.30%30.7%Gemini 2.0 Flash Thinking openai o1-preview128,000–$15.00 $60.00 Proprietary73.30%90.80%–––44.60%41.7%o1-preview deepseek DeepSeek-R1131,072671$0.55 $2.19 Open71.50%90.80%84.00%92.20%–79.80%30.9%DeepSeek-R1 openaiGPT-4.5128,000–––Proprietary71.4%90.0%––88.0%36.7%34.5%GPT-4.5 anthropic Claude 3.5 Sonnet200,000–$3.00 $15.00 Proprietary67.20%90.40%77.60%87.10%93.70%16.00%41.4%Claude 3.5 Sonnet qwen QwQ-32B-Preview32,76832.5$0.15 $0.20 Open65.20%–70.97%––50.00%QwQ-32B-Preview google Gemini 2.0 Flash1,048,576–––Proprietary62.10%–76.40%––35.5%18.9%Gemini 2.0 Flash openai o1-mini128,000–$3.00 $12.00 Proprietary60.00%85.20%80.30%–92.40%70.00%18.1%o1-mini deepseek DeepSeek-V3131,072671$0.27 $1.10 Open59.10%88.50%75.90%91.60%–39.2%18.9%DeepSeek-V3 google Gemini 1.5 Pro2,097,152–$2.50 $10.00 Proprietary59.10%85.90%75.80%74.90%84.10%19.3%27.1%Gemini 1.5 Pro microsoft Phi-416,00014.7$0.07 $0.14 Open56.10%84.80%70.40%75.50%82.60%Phi-4 xai Grok-2128,000–$2.00 $10.00 Proprietary56.00%87.50%75.50%–88.40%22.7%Grok-2 openai GPT-4o128,000–$2.50 $10.00 Proprietary53.60%88.00%74.70%––17.8%GPT-4o google Gemini 1.5 Flash1,048,576–$0.15 $0.60 Proprietary51.00%78.90%67.30%–74.30%Gemini 1.5 Flash xai Grok-2 mini128,000–––Proprietary51.00%86.20%72.00%–85.70%Grok-2 mini meta Llama 3.1 405B Instruct128,000405$0.90 $0.90 Open50.70%87.30%73.30%84.80%89.00%23.0%Llama 3.1 405B Instruct meta Llama 3.3 70B Instruct128,00070$0.20 $0.20 Open50.50%86.00%68.90%–88.40%19.9%Llama 3.3 70B Instruct anthropic Claude 3 Opus200,000–$15.00 $75.00 Proprietary50.40%86.80%68.50%83.10%84.90%23.5%Claude 3 Opus qwen Qwen2.5 32B Instruct131,07232.5––Open49.50%83.30%69.00%–88.40%Qwen2.5 32B Instruct qwen Qwen2.5 72B Instruct131,07272.7$0.35 $0.40 Open49.00%–71.10%–86.60%23.30%Qwen2.5 72B Instruct openai GPT-4 Turbo128,000–$10.00 $30.00 Proprietary48.00%86.50%–86.00%87.10%GPT-4 Turbo amazon Nova Pro300,000–$0.80 $3.20 Proprietary46.90%85.90%–85.40%89.00%Nova Pro meta Llama 3.2 90B Instruct128,00090$0.35 $0.40 Open46.70%86.00%–––Llama 3.2 90B Instruct qwen Qwen2.5 14B Instruct131,07214.7––Open45.50%79.70%63.70%–83.50%Qwen2.5 14B Instruct mistral Mistral Small 332,00024$0.07 $0.14 Open45.30%–66.30%–84.80%Mistral Small 3 qwen Qwen2 72B Instruct131,07272––Open42.40%82.30%64.40%–86.00%Qwen2 72B Instruct amazon Nova Lite300,000–$0.06 $0.24 Proprietary42.00%80.50%–80.20%85.40%Nova Lite meta Llama 3.1 70B Instruct128,00070$0.20 $0.20 Open41.70%83.60%66.40%79.60%80.50%Llama 3.1 70B Instruct anthropic Claude 3.5 Haiku200,000–$0.10 $0.50 Proprietary41.60%–65.00%83.10%88.10%Claude 3.5 Haiku anthropic Claude 3 Sonnet200,000–$3.00 $15.00 Proprietary40.40%79.00%56.80%78.90%73.00%Claude 3 Sonnet openai GPT-4o mini128,000–$0.15 $0.60 Proprietary40.20%82.00%–79.70%87.20%10.7%GPT-4o mini amazon Nova Micro128,000–$0.04 $0.14 Proprietary40.00%77.60%–79.30%81.10%Nova Micro google Gemini 1.5 Flash 8B1,048,5768$0.07 $0.30 Proprietary38.40%–58.70%––Gemini 1.5 Flash 8B ai21 Jamba 1.5 Large256,000398$2.00 $8.00 Open36.90%81.20%53.50%––Jamba 1.5 Large microsoft Phi-3.5-MoE-instruct128,00060––Open36.80%78.90%54.30%–70.70%Phi-3.5-MoE-instruct qwen Qwen2.5 7B Instruct131,0727.6$0.30 $0.30 Open36.40%–56.30%–84.80%Qwen2.5 7B Instruct xai Grok-1.5128,000–––Proprietary35.90%81.30%51.00%–74.10%Grok-1.5 openai GPT-432,768–$30.00 $60.00 Proprietary35.70%86.40%–80.90%67.00%25.1%GPT-4 anthropic Claude 3 Haiku200,000–$0.25 $1.25 Proprietary33.30%75.20%–78.40%75.90%Claude 3 Haiku meta Llama 3.2 11B Instruct128,00010.6$0.06 $0.06 Open32.80%73.00%–––Llama 3.2 11B Instruct meta Llama 3.2 3B Instruct128,0003.2$0.01 $0.02 Open32.80%63.40%–––Llama 3.2 3B Instruct ai21 Jamba 1.5 Mini256,14452$0.20 $0.40 Open32.30%69.70%42.50%––Jamba 1.5 Mini openai GPT-3.5 Turbo16,385–$0.50 $1.50 Proprietary30.80%69.80%–70.20%68.00%GPT-3.5 Turbo meta Llama 3.1 8B Instruct131,0728$0.03 $0.03 Open30.40%69.40%48.30%59.50%72.60%Llama 3.1 8B Instruct microsoft Phi-3.5-mini-instruct128,0003.8$0.10 $0.10 Open30.40%69.00%47.40%–62.80%Phi-3.5-mini-instruct google Gemini 1.0 Pro32,760–$0.50 $1.50 Proprietary27.90%71.80%–––Gemini 1.0 Pro qwen Qwen2 7B Instruct131,0727.6––Open25.30%70.50%44.10%––Qwen2 7B Instruct mistral Codestral-22B32,76822.2$0.20 $0.60 Open––––81.10%Codestral-22B cohere Command R+128,000104$0.25 $1.00 Open–75.70%–––17.4%Command R+ deepseek DeepSeek-V2.58,192236$0.14 $0.28 Open–80.40%––89.00%DeepSeek-V2.5 google Gemma 2 27B8,19227.2––Open–75.20%––51.80%Gemma 2 27B google Gemma 2 9B8,1929.2––Open–71.30%––40.20%Gemma 2 9B xai Grok-1.5V128,000–––Proprietary–––––Grok-1.5V moonshotai Kimi-k1.5128,000–––Proprietary–87.40%–––Kimi-k1.5 nvidia Llama 3.1 Nemotron 70B Instruct128,00070––Open–80.20%–––Llama 3.1 Nemotron 70B Instruct mistral Ministral 8B Instruct128,0008$0.10 $0.10 Open–65.00%––34.80%Ministral 8B Instruct mistral Mistral Large 2128,000123$2.00 $6.00 Open–84.00%––92.00%22.5%Mistral Large 2 mistral Mistral NeMo Instruct128,00012$0.15 $0.15 Open–68.00%–––Mistral NeMo Instruct mistral Mistral Small32,76822$0.20 $0.60 Open–––––Mistral Small microsoft Phi-3.5-vision-instruct128,0004.2––Open–––––Phi-3.5-vision-instruct mistral Pixtral-12B128,00012.4$0.15 $0.15 Open–69.20%––72.00%Pixtral-12B mistral Pixtral Large128,000124$2.00 $6.00 Open–––––Pixtral Large qwen QvQ-72B-Preview32,76873.4––Open–––––QvQ-72B-Preview qwen Qwen2.5-Coder 32B Instruct128,00032$0.09 $0.09 Open–75.10%50.40%–92.70%Qwen2.5-Coder 32B Instruct qwen Qwen2.5-Coder 7B Instruct128,0007––Open–67.60%40.10%–88.40%Qwen2.5-Coder 7B Instruct qwen Qwen2-VL-72B-Instruct32,76873.4––Open–––––Qwen2-VL-72B-Instruct