Nomic Embed Code: A State of the Art Code Retriever Blog Technical Report AWS SageMaker Atlas Embedding and Unstructured Data Analytics Platform nomic embed code is a state of the art code embedding model that excels at code retrieval tasks: High Performance : Outperforms Voyage Code 3 and OpenAI Embed 3 Large on CodeSearchNet Multilingual Code Support : Trained for multiple programming languages (Python, Java, Ruby, PHP, JavaScript, Go) Advanced Architecture : 7B parameter code embedding model Fully Open Source : Model weights, training data, and evaluation code released Model Python Java Ruby PHP JavaScript Go Nomic Embed Code 81.7 80.5 81.8 72.3 77.1 93.8 Voyage Code 3 80.8 80.5 84.6 71.7 79.2 93.2 OpenAI Embed 3 Large 70.8 72.9 75.3 59.6 68.1 87.6 Nomic CodeRankEmbed 137M 78.4 76.9 79.3 68.8 71.4 92.7 CodeSage Large v2 (1B) 74.2 72.3 76.7 65.2 72.5 84.6 CodeSage Large (1B) 70.8 70.2 71.9 61.3 69.5 83.7 Qodo Embed 1 7B 59.9 61.6 68.4 48.5 57.0 81.4 Model Architecture Total Parameters : 7B Training Approach : Trained on the CoRNStack dataset with dual consistency filtering and progressive hard negative mining Supported Languages : Python, Java, Ruby, PHP, JavaScript, and Go Usage…
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