

LLM Augmented LLMs
Overview :
LLM Augmented LLMs achieve new capabilities by combining existing base models with more specific models. CALM (Composition to Augment Language Models) introduces cross-attention between models to combine their representations and achieve new capabilities. Its key advantages include:
(i) Scaling up LLMs on new tasks by "reusing" existing LLMs with a small amount of additional parameters and data;
(ii) Preserving the weights of existing models, therefore retaining their existing capabilities;
(iii) Applicability to different domains and settings. Experiments show that augmenting PaLM2-S with smaller models trained on low-resource languages resulted in absolute improvements of up to 13% on tasks such as English translation and arithmetic reasoning in low-resource languages. Similarly, when PaLM2-S was augmented with code-specific models, we saw up to 40% improvement in code generation and interpretation tasks compared to the base model, comparable to fully fine-tuned counterparts.
Target Users :
Suitable for programming tasks that require extending and enhancing language models
Use Cases
Augmenting PaLM2-S with a code-specific model for code generation and interpretation tasks
Augmenting with a smaller model trained on low-resource languages, resulting in absolute improvements of up to 13% for translation tasks
Suitable for programming tasks that require extending and enhancing language models
Features
Scale up LLMs on new tasks by reusing existing LLMs and a small amount of additional parameters and data
Preserve the weights of existing models, therefore retaining their existing capabilities
Applicable to different domains and settings
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