t5_1_1-base-writing-analysis

12
—
by
pszemraj
Language Model
OTHER
New
12 downloads
Early-stage
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Quick Summary

AI model with specialized capabilities.

Training Data Analysis

🔵 Good (6.0/10)

Researched training datasets used by t5_1_1-base-writing-analysis 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

Exampletexttransformers
!pip install -U -q transformers
!pip install -U -q sentencepiece

from transformers import pipeline

analyzer = pipeline("text2text-generation", 
                    "pszemraj/t5_1_1-base-writing-analysis")
text
text = "text to be analyzed goes here"

result = analyzer(
                    text,
                    max_length=int(len(text) * 1.2),
                    no_repeat_ngram_size= 2,
                    repetition_penalty= 2.4,
                    num_beams=4,
                    early_stopping= True,
                )

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