Update README.md

README.md

@@ -1,5 +1,20 @@
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 license: apache-2.0
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-# Embeddings for AVeriTeC Knowledge Base
-These are the trained kNN models that are fit to the `Alibaba-NLP/gte-base-en-v1.5` embeddings of the AVeriTeC Knowledge Base (KB) as used by [InFact](https://github.com/multimodal-ai-lab/DEFAME/tree/infact).
+# Pre-Computed Embedding kNN Models for AVeriTeC Knowledge Base
+These are the trained kNN models that are fit to the `Alibaba-NLP/gte-base-en-v1.5` embeddings of all resource documents contained in the AVeriTeC Knowledge Base (KB) as used by [InFact](https://github.com/multimodal-ai-lab/DEFAME/tree/infact).
+
+Make sure to arrange the `embedding_knns.pckl` files as follows:
+```
+AVeriTeC
+└── knowledge_base
+    ├── dev
+    │   ├── resources
+    │   └── embedding_knns.pckl
+    ├── train
+    │   ├── resources
+    │   └── embedding_knns.pckl
+    └── test
+        ├── resources
+        └── embedding_knns.pckl
+```