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@@ -46,7 +46,7 @@ Its lightweight architecture enables fast, large-scale extraction of text that c
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  ### Performance overview
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- **forward-looking-v1.1-base** consistently outperforms larger state-of-the-art LLMs while being deployable at a much lower cost.
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  <p align="center">
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  <img src="https://huggingface.co/NOSIBLE/forward-looking-v1.1-base/resolve/main/accuracy.png"/>
 
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  ### Performance overview
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+ **forward-looking-v1.1-base** consistently outperforms larger state-of-the-art LLMs while being deployable at a much lower cost. We computed the validation set accuracy based on a sample of 1,000 points from our validation set.
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  <p align="center">
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  <img src="https://huggingface.co/NOSIBLE/forward-looking-v1.1-base/resolve/main/accuracy.png"/>