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@tianjianjiang (Mike) hopes that this issue ticket will act like an Epic issue that covers potential tasks of data augmentation.
Please kindly note that Mike is merely the first member who tries to work on data augmentation and by no means an authority of this topic. Feel free to participate in any possible way.
Diversify our prompts and generalize our models.
(For example, see this comment: #52 (comment).)
Scopes
Prompt template
(Possibly in the future) perturbation or more complex approaches for training/fine-tuning, e.g., papers of prompt/prefix tuning.
Implementation Plans
Prompt template
Expected input/output in Jinja
Presumably world politics, sports, business, and science and technology must remain intact.
Input
{{text}}
Is this a piece of news regarding world politics, sports, business, or science and technology? |||
{{ ["World politics", "Sports", "Business", "Science and technology"][label] }}
Output
{{text}}
Is this news about world politics, sports, business, or science and technology? |||
{{ ["World politics", "Sports", "Business", "Science and technology"][label] }}
Since we are in agreement that protecting text with jinja is a good solution (#49 (comment)) let's go with that.
we can discuss directly on issues/pull requests. I'll take a closer look at your PR later today.
(note that we'll start the prompt sourcing sprint independently of the augmentation pipeline since it's almost two orthogonal and parallelizable questions)
@tianjianjiang (Mike) hopes that this issue ticket will act like an Epic issue that covers potential tasks of data augmentation.
Please kindly note that Mike is merely the first member who tries to work on data augmentation and by no means an authority of this topic. Feel free to participate in any possible way.
Issues (PRs)
Request for Proposal
Although the section title is https://en.wikipedia.org/wiki/Request_for_proposal but this section isn't anywhere near a formal RFP yet. Please don't hesitate to edit or comment.
Purpose
Diversify our prompts and generalize our models.
(For example, see this comment: #52 (comment).)
Scopes
Implementation Plans
Prompt template
Expected input/output in Jinja
Presumably
world politics
,sports
,business
, andscience and technology
must remain intact.TBD
1. parse or annotate Jinja template | before augmentation → augmenters know where the off-limit variables are #49 (comment)
2. parse or annotate Jinja template | before augmentation → augmenters know where the off-limit variables are #49 (comment)
3. parse or annotate Jinja template | before augmentation → augmenters know where the off-limit variables are #49 (comment)
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