diff --git a/README.md b/README.md index fed51a3..3325858 100644 --- a/README.md +++ b/README.md @@ -22,7 +22,7 @@ This API is similar to the Pytorch API, making it simple to adapt to your usecas ## QuickStart If you know PyTorch, you know 80% of TextGrad. -Let's walk through the key components with a simple example. Say we want to use GPT-4o to generate a punchline for TextGrad. +Let's walk through the key components with a simple example. Say we want to use GPT-4o to improve a solution to a math problem using TextGrad. ```python import textgrad as tg # Step 1: Get an initial response from an LLM. @@ -107,7 +107,7 @@ solution = tg.Variable(initial_solution, # Define the optimizer, let the optimizer know which variables to optimize, and run the loss function -loss_fn = tg.TextLoss("""You will evaluate a solution to a math question. Do not attempt to solve it yourself, do not give a solution, only identify errors. Be super concise.""") +loss_fn = tg.TextLoss("You will evaluate a solution to a math question. Do not attempt to solve it yourself, do not give a solution, only identify errors. Be super concise.") optimizer = tg.TGD(parameters=[solution]) loss = loss_fn(solution)