diff --git a/README.md b/README.md
index 1ebd242..cf13733 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ Currently targets the ONNX backend. The pipeline is designed to support addition
 |-------------------------------------------------------------------------------|---------|-------------------------------------------------|
 | [`denoise-nafnet`](models/denoise-nafnet/README.md)                           | denoise | NAFNet denoiser trained on SIDD dataset         |
 | [`denoise-nind`](models/denoise-nind/README.md)                               | denoise | UNet denoiser trained on NIND dataset           |
-| [`embed-openclip-rn101-yfcc15m`](models/embed-openclip-rn101-yfcc15m/README.md) | embed   | OpenCLIP RN101 trained on Flickr CC photos (YFCC15M) |
+| [`embedding-openclip-rn101-yfcc15m`](models/embedding-openclip-rn101-yfcc15m/README.md) | embedding | OpenCLIP RN101 trained on Flickr CC photos (YFCC15M) |
 | [`mask-object-sam21-base-plus`](models/mask-object-sam21-base-plus/README.md) | mask    | SAM 2.1 Hiera Base Plus for interactive masking |
 | [`mask-object-sam21-small`](models/mask-object-sam21-small/README.md)         | mask    | SAM 2.1 Hiera Small for interactive masking     |
 | [`mask-object-sam21-tiny`](models/mask-object-sam21-tiny/README.md)           | mask    | SAM 2.1 Hiera Tiny for interactive masking      |
diff --git a/models/embed-openclip-rn101-yfcc15m/README.md b/models/embedding-openclip-rn101-yfcc15m/README.md
similarity index 100%
rename from models/embed-openclip-rn101-yfcc15m/README.md
rename to models/embedding-openclip-rn101-yfcc15m/README.md
diff --git a/models/embed-openclip-rn101-yfcc15m/convert.py b/models/embedding-openclip-rn101-yfcc15m/convert.py
similarity index 100%
rename from models/embed-openclip-rn101-yfcc15m/convert.py
rename to models/embedding-openclip-rn101-yfcc15m/convert.py
diff --git a/models/embed-openclip-rn101-yfcc15m/demo.py b/models/embedding-openclip-rn101-yfcc15m/demo.py
similarity index 100%
rename from models/embed-openclip-rn101-yfcc15m/demo.py
rename to models/embedding-openclip-rn101-yfcc15m/demo.py
diff --git a/models/embed-openclip-rn101-yfcc15m/model.yaml b/models/embedding-openclip-rn101-yfcc15m/model.yaml
similarity index 94%
rename from models/embed-openclip-rn101-yfcc15m/model.yaml
rename to models/embedding-openclip-rn101-yfcc15m/model.yaml
index 8edc830..4c1448f 100644
--- a/models/embed-openclip-rn101-yfcc15m/model.yaml
+++ b/models/embedding-openclip-rn101-yfcc15m/model.yaml
@@ -1,7 +1,7 @@
-id: embed-openclip-rn101-yfcc15m
-name: "embed openclip rn101 yfcc15m"
+id: embedding-openclip-rn101-yfcc15m
+name: "embedding openclip rn101 yfcc15m"
 description: "OpenCLIP RN101 for tag suggestions and image-similarity search; trained on Flickr Creative Commons photos (YFCC15M)"
-task: embed
+task: embedding
 version: "0.1"
 arch: openclip-rn101
 type: single
diff --git a/models/embed-openclip-rn101-yfcc15m/tags.md b/models/embedding-openclip-rn101-yfcc15m/tags.md
similarity index 100%
rename from models/embed-openclip-rn101-yfcc15m/tags.md
rename to models/embedding-openclip-rn101-yfcc15m/tags.md