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  1. README.md +1 -1
  2. assets/tangle.svg +1 -1
README.md CHANGED
@@ -21,7 +21,7 @@ Embeddings for knot diagrams. Two diagrams of the same knot, however tangled, sh
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  > [!NOTE]
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  > **What is a knot diagram?** A knot is a closed loop in space. Drawn on paper it becomes a diagram: a curve with crossings, each marked over or under. The same knot has infinitely many diagrams, related by Reidemeister moves. Telling whether two diagrams show the same knot is hard; this model learns a fast, approximate answer.
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- ![Two tangled diagrams with 43 and 26 crossings, each named correctly by Knot2Vec as the torus knot T(3,5) and the Conway knot](assets/tangle.svg)
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  Two tangles the model names correctly. Results below say how often that happens. Try your own in the [demo](https://huggingface.co/spaces/jgalego/knot2vec-demo).
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  > [!NOTE]
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  > **What is a knot diagram?** A knot is a closed loop in space. Drawn on paper it becomes a diagram: a curve with crossings, each marked over or under. The same knot has infinitely many diagrams, related by Reidemeister moves. Telling whether two diagrams show the same knot is hard; this model learns a fast, approximate answer.
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+ ![Two tangled diagrams with 54 and 26 crossings, each named correctly by Knot2Vec as the torus knot T(3,5) and the Conway knot](assets/tangle.svg)
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  Two tangles the model names correctly. Results below say how often that happens. Try your own in the [demo](https://huggingface.co/spaces/jgalego/knot2vec-demo).
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assets/tangle.svg CHANGED