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Teacher-Student Architecture

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Smart Era Software Development
Smart Era Software Development
Oct 31, 2024 · Artificial Intelligence

How D2LLM and Codefuse‑CGE Are Redefining Search with Large Language Models

The article analyzes D2LLM’s teacher‑student bi‑encoder architecture and Codefuse‑CGE’s PMA‑enhanced code embedding, showing how both models surpass BERT dual encoders and LLM cross‑encoders in accuracy, efficiency, and storage cost across semantic and code search benchmarks.

Bi-EncoderCode EmbeddingLarge Language Models
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How D2LLM and Codefuse‑CGE Are Redefining Search with Large Language Models