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Unstable Metric #26

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MoayedHajiAli opened this issue Apr 16, 2024 · 1 comment
Open

Unstable Metric #26

MoayedHajiAli opened this issue Apr 16, 2024 · 1 comment

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@MoayedHajiAli
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Hello,
I am training the HTSAT-BART captioning model on AudioCaps only as a baseline. The metrics almost matches those reported in the paper (Spider: 44.1, Cider: 71.1) on the validation set. However, these numbers are achieved on epoch 6 and toward epoch 20, the metrics drops significantly to (spider: 0.36, Cider: 0.57), and they bounces a lot throughout the training. Is this an expected behaviour? If by any change you have access to the output file of HTSAT-BART (baseline) on AudioCaps, would you mind sharing it?

Thank you!

@XinhaoMei
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Hello,

Since both the audio encoder and the text decoder are pretrained models, the system tends to overfit quickly after fewer than 10 epochs. Additionally, the reported scores are based on the test set, not the validation set. Please find the attached output log for more details.

output.txt

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