diff --git a/README.md b/README.md
new file mode 100644
index 0000000..082ee3c
--- /dev/null
+++ b/README.md
@@ -0,0 +1,27 @@
+![CLIPtion diagram](media/CLIPtion-diagram.png)
+
+**CLIPtion** is a fast and small captioning extension to [OpenAI CLIP](https://github.com/openai/CLIP/) ViT-L/14. You already have ViT-L loaded when using using Stable Diffusion, SDXL, SD3, FLUX, etc and with just an extra *100MB memory* you can include caption/prompt generation in your workflows!
+
+
+# Example workflow
+
+...
+
+# Nodes
+
+## CLIPtion Loader
+
+The loader will automatically download the CLIPtion model for you the first time it is run from the [HuggingFace CLIPtion repo](https://huggingface.co/pharmapsychotic/CLIPtion). It gets stored in the [HuggingFace cache dir](https://huggingface.co/docs/huggingface_hub/en/guides/manage-cache) (controlled by `HF_HOME` environment variable). You could also manually download the safetensor file and put in comfy-cliption directory and that will be used instead.
+
+## CLIPtion Generate
+
+Create caption from an image or batch of images.
+* `temperature` - controls randomness in generation - higher values produce more diverse outputs, lower values are more focused and predictable
+* `best_of` - generates this many captions in parallel and picks the one with best CLIP similarity to the image
+* `ramble` - forces generation of full 77 tokens
+
+## CLIPtion Beam Search
+
+* `beam_width` - how many alternative captions are considered in parallel - higher values explore more possibilities but take longer
+* `ramble` - forces generation of full 77 tokens
+
diff --git a/__init__.py b/__init__.py
index 594bc12..5f8e1d1 100644
--- a/__init__.py
+++ b/__init__.py
@@ -194,7 +194,6 @@ class CLIPtionModel(nn.Module):
     def generate_beam(
         self,
         images: torch.Tensor,
-        temperature: float = 0.7,
         beam_width: int = 4,
         ramble: bool = False,
     ) -> List[str]:
@@ -214,7 +213,6 @@ class CLIPtionModel(nn.Module):
                 image_embeds[image_idx : image_idx + 1],
                 device,
                 beam_width=beam_width,
-                temperature=temperature,
                 ramble=ramble,
             )
             # pick highest scoring candidate
@@ -304,7 +302,6 @@ class CLIPtionModel(nn.Module):
         image_embed: torch.Tensor,
         device: torch.device,
         beam_width: int = 5,
-        temperature: float = 0.7,
         ramble: bool = False,
     ):
         tokenizer = self.tokenizer
@@ -340,7 +337,6 @@ class CLIPtionModel(nn.Module):
 
             # get next token logits and log probabilities
             logits = self.output_projection(x[:, -1:])
-            logits = logits / temperature
             if ramble:
                 logits[:, :, tokenizer.eos_token_id] = -float("inf")
             log_probs = F.log_softmax(logits, dim=-1)
@@ -525,10 +521,6 @@ class CLIPtionBeamSearch:
                 ),
             },
             "optional": {
-                "temperature": (
-                    "FLOAT",
-                    {"default": 0.7, "tooltip": "Temperature for token sampling."},
-                ),
                 "ramble": ("BOOLEAN", {"default": False}),
             },
         }
@@ -538,11 +530,10 @@ class CLIPtionBeamSearch:
         model: CLIPtionModel,
         image: torch.Tensor,
         beam_width: int = 4,
-        temperature: float = 0.7,
         ramble: bool = False,
     ):
         with torch.inference_mode():
-            captions = model.generate_beam(image, temperature, beam_width, ramble)
+            captions = model.generate_beam(image, beam_width, ramble)
         return (captions,)
 
 
@@ -551,3 +542,9 @@ NODE_CLASS_MAPPINGS = {
     "CLIPtionGenerate": CLIPtionGenerate,
     "CLIPtionLoader": CLIPtionLoader,
 }
+
+NODE_DISPLAY_NAME_MAPPINGS = {
+    "CLIPtionBeamSearch": "CLIPtion Beam Search",
+    "CLIPtionGenerate": "CLIPtion Generate",
+    "CLIPtionLoader": "CLIPtion Loader",
+}
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