flan-t5-large-grammar-synthesis

28.0K
92
license:cc-by-nc-sa-4.0
by
pszemraj
Language Model
OTHER
Fair
28K downloads
Community-tested
Edge AI:
Mobile
Laptop
Server
Unknown
Mobile
Laptop
Server
Quick Summary

A fine-tuned version of google/flan-t5-large for grammar correction on an expanded version of the JFLEG dataset.

Training Data Analysis

🔵 Good (6.0/10)

Researched training datasets used by flan-t5-large-grammar-synthesis with quality assessment

Specialized For

general
multilingual

Training Datasets (1)

c4
🔵 6/10
general
multilingual
Key Strengths
  • Scale and Accessibility: 750GB of publicly available, filtered text
  • Systematic Filtering: Documented heuristics enable reproducibility
  • Language Diversity: Despite English-only, captures diverse writing styles
Considerations
  • English-Only: Limits multilingual applications
  • Filtering Limitations: Offensive content and low-quality text remain despite filtering

Explore our comprehensive training dataset analysis

View All Datasets

Code Examples

^ if you want to use a different runtime read their docsbashonnx
pip install optimum[onnxruntime]
# ^ if you want to use a different runtime read their docs
^ if you want to use a different runtime read their docspython
from optimum.pipelines import pipeline

corrector = pipeline(
    "text2text-generation", model=corrector_model_name, accelerator="ort"
)
# use as normal

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