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Guides

Also check out our Examples to see jiant in action.

If you don't know what to read, why not read our In-Depth Introduction to Jiant?

Contents:


Tutorials

These are quick tutorials that demonstrate jiant usage.

The "Simple" API provides a single command-line script for training and evaluating models on tasks, while the "Main" API offers more flexibilty by breaking the workflow down into discrete steps (downloading the model, tokenization & caching, writing a fully specific run-configuration, and finally running the experiment). Both interfaces use the same models and task implementations uner the hood.

General

These are general guides to jiant's design and components. Refer to these if you have questions about parts of jiant:

Running benchmarks

These are guides to running common NLP benchmarks using jiant:

  • GLUE Benchmark: Generate GLUE Benchmark submissions
  • SuperGLUE Benchmark: Generate SuperGLUE Benchmark submissions
  • XTREME: End-to-end guide for training and generating submission for the XTREME bernchmark

Tips & Tricks for Running Experiments

These are more specific guides about running experiments in jiant:

Adding a Model

Tasks

These are notes on the tasks supported in jiant:

Papers / Projects