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index.html

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-              <h3 class="text-lg font-semibold tracking-tight">Soft prompting</h3>
-              <p class="text-muted-foreground text-xs">Click on each method to view an example Colaboratory notebook!</p>
+              <h3 class="text-lg font-semibold tracking-tight">Causal language modeling</h3>
+              <p class="text-muted-foreground text-xs">Click to view an example Colaboratory notebook!</p>
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-                <a href="#">Multitask prompt tuning</a>
+                <a href="https://huggingface.co/spaces/PEFT/soft-prompting/blob/main/lora_clm_with_additional_tokens.ipynb">LoRA</a>
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-                <a href="#">P-tuning</a>
+                <a href="https://huggingface.co/spaces/PEFT/soft-prompting/blob/main/lora_clm_accelerate_big_inference.ipynb">Inference with LoRA and Accelerate</a>
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             <div class="flex items-center gap-4 text-sm">
               <div class="focus:ring-ring bg-secondary text-secondary-foreground inline-flex items-center rounded-full border border-transparent px-2.5 py-0.5 text-xs font-semibold transition-colors hover:bg-gray-100/50 focus:outline-none focus:ring-2 focus:ring-offset-2 dark:hover:bg-gray-800/50">
-                <a href="#">Prompt tuning</a>
+                <a href="https://huggingface.co/spaces/PEFT/soft-prompting/blob/main/prompt-tuning-clm.ipynb">Prompt tuning</a>
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