[Docs] Model_doc structure/clarity improvements (#26876)
* first batch of structure improvements for model_docs * second batch of structure improvements for model_docs * more structure improvements for model_docs * more structure improvements for model_docs * structure improvements for cv model_docs * more structural refactoring * addressed feedback about image processors
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@@ -26,10 +26,6 @@ The abstract from the paper is the following:
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*While large pretrained Transformer models have proven highly capable at tackling natural language tasks, handling long sequence inputs continues to be a significant challenge. One such task is long input summarization, where inputs are longer than the maximum input context of most pretrained models. Through an extensive set of experiments, we investigate what model architectural changes and pretraining paradigms can most efficiently adapt a pretrained Transformer for long input summarization. We find that a staggered, block-local Transformer with global encoder tokens strikes a good balance of performance and efficiency, and that an additional pretraining phase on long sequences meaningfully improves downstream summarization performance. Based on our findings, we introduce PEGASUS-X, an extension of the PEGASUS model with additional long input pretraining to handle inputs of up to 16K tokens. PEGASUS-X achieves strong performance on long input summarization tasks comparable with much larger models while adding few additional parameters and not requiring model parallelism to train.*
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Tips:
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* PEGASUS-X uses the same tokenizer as PEGASUS.
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This model was contributed by [zphang](<https://huggingface.co/zphang). The original code can be found [here](https://github.com/google-research/pegasus).
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## Documentation resources
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@@ -37,17 +33,21 @@ This model was contributed by [zphang](<https://huggingface.co/zphang). The orig
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- [Translation task guide](../tasks/translation)
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- [Summarization task guide](../tasks/summarization)
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<Tip>
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PEGASUS-X uses the same tokenizer as [PEGASUS](pegasus).
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</Tip>
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## PegasusXConfig
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[[autodoc]] PegasusXConfig
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## PegasusXModel
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[[autodoc]] PegasusXModel
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- forward
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## PegasusXForConditionalGeneration
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[[autodoc]] PegasusXForConditionalGeneration
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