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Revise use cases with transformers #507

Merged
merged 2 commits into from
Jan 26, 2024
Merged

Revise use cases with transformers #507

merged 2 commits into from
Jan 26, 2024

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anssiko
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@anssiko anssiko commented Jan 16, 2024

Add new use cases:

  • Text-to-image
  • Speech Recognition
  • Text Generation
  • (Image Segmentation now refers to [SegAny] also)

Add new reference models:

  • Text-to-image: stable-diffusion-v1-5
  • Image segmentation: segment-anything
  • Speech-to-text: whisper-tiny.en
  • Text generation: t5-small, m2m100_418M, gpt2, llama-2-7b

Remove redundant local reference: [POWERFUL-FEATURES]


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@anssiko
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anssiko commented Jan 16, 2024

This is to revise the use cases section with transformers ahead our upcoming "delta" wide review for the new content added since our initial CR in March 2023.

@dontcallmedom please check the use cases are representative of use cases that resonate with our wide review audience. I did not restructure the old material, but plugged in the new transformers-enabled use cases into the existing list. I note it is possible to create a higher-level taxonomy for these use cases but I'll leave that as future work for now. Also check if you can find why PR Preview failed to build. Builds cleanly locally.

@zolkis please check in particular the referenced papers are the canonical ones and the latest, and that the biblio entries are correct.

Add new use cases:
- Text-to-image
- Speech Recognition
- Text Generation
- (Image Segmentation now refers to [SegAny] also)

Add new reference models:
- Text-to-image: stable-diffusion-v1-5
- Image segmentation: segment-anything
- Speech-to-text: whisper-tiny.en
- Text generation: t5-small, m2m100_418M, gpt2, llama-2-7b

Remove redundant local reference: [POWERFUL-FEATURES]
@anssiko anssiko mentioned this pull request Jan 18, 2024
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Improve grammar based on review comments
@bhack
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bhack commented Jan 21, 2024

What about Video transformers?
https://arxiv.org/abs/2201.05991

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Refs (included so far) look good.

@anssiko
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anssiko commented Jan 22, 2024

What about Video transformers?
https://arxiv.org/abs/2201.05991

@bhack, it would be helpful if you could open a new issue for the proposal similarly to #524.

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anssiko commented Jan 26, 2024

Thanks for your review. I will merge this per discussion on our call https://www.w3.org/2024/01/25-webmachinelearning-minutes.html#t01

These revised use cases help keep the spec in a cohesive state. This is particularly important as we aspire to seek delta wide review outside this group and publish a new CR Snapshot. Please note this is not a complete list of possible use cases. Future updates are expected and contributions are welcome.

@anssiko anssiko merged commit e5ea7c7 into main Jan 26, 2024
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@anssiko anssiko deleted the use-cases-transformers branch January 26, 2024 08:04
github-actions bot added a commit that referenced this pull request Jan 26, 2024
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4 participants