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Contributors to Transformer Model
easy

If A represents the foundational idea of the Transformer model as proposed by Vaswani et al., and B represents the implementation techniques used in various applications, what does C represent when considering the contributions from Shazeer, Parmar, and Uszkoreit?

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A

The collaborative effort that refined the model's architecture

B

The first draft of the research paper

C

The tools used for model training

D

The historical context of neural networks

Understanding the Answer

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Answer

C is the collection of architectural and algorithmic refinements that extend the base Transformer idea and the practical implementation tricks. Shazeer introduced sparse attention to cut down computation, Parmar worked on efficient transformer variants, and Uszkoreit helped formalize multi‑head attention and its training tricks. Together these contributions make the Transformer faster, more scalable, and easier to train on very large datasets. For instance, a sparse‑attention transformer can process ten thousand tokens with far fewer operations than the original model, showing how C improves performance.

Detailed Explanation

Shazeer, Parmar, and Uszkoreit worked together to improve the Transformer’s design. Other options are incorrect because The draft of the paper is a writing task, not a design change; Tools for training are separate from the ideas that shape the model.

Key Concepts

Contributions to Transformer Model
Collaborative Efforts in Machine Learning
Model Architecture Improvement
Topic

Contributors to Transformer Model

Difficulty

easy level question

Cognitive Level

understand

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