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ResearchFormerly WizWand

ARCH

Benchmarks

TaskDatasetSOTA resultTrendResults

Utterance-level classification

ARCH (RAVDESS, EMOVO, AudioMNIST, SLURP) post-VQ 57

37.85RAVDESS Accuracy

15

Semantic Representation Evaluation

ARCH (test)

48.96RAVDESS

13

Pseudotime estimation

Arch

0.99Spearman Correlation

10

Continuous-time dynamics estimation

Arch synthetic

3.85LDTW

10

Semantic Representation Classification

ARCH Reconstruction Domain

81.25RAVDESS Accuracy

10

Speech Classification

ARCH

37.5RAVDESS Score

8

Image-to-Text Cross-modal Retrieval

ARCH (test)

1,256R@1

8

Text-to-Image Cross-modal Retrieval

ARCH (test)

11.17R@1

8

Image-to-Text Retrieval

ARCH

9.97R@1

7

Text-to-Image Retrieval

ARCH

8.89R@1

7

Surface Reconstruction

Arch-100 (test)

1.066Mean Hausdorff Error (MHE)

6