agentlans / flan-t5-small-simplifier

huggingface.co
Total runs: 46
24-hour runs: -4
7-day runs: -12
30-day runs: 3
Model's Last Updated: May 22 2025
text-generation

Introduction of flan-t5-small-simplifier

Model Details of flan-t5-small-simplifier

FLAN-T5 Small Simplifier

A fine-tuned text simplification and paraphrasing model based on Google's FLAN-T5 Small, designed to enhance text readability while preserving core semantic meaning.

Model Details
Capabilities

The model is specialized in:

  • Reducing text complexity
  • Generating more readable paraphrases
  • Maintaining original semantic content
Intended Use

Primary Use Cases :

  • Academic writing simplification
  • Technical document readability enhancement
  • Content adaptation for diverse audiences

Limitations :

  • Optimized for English language texts
  • Best performance on sentence-length inputs
  • May struggle with highly specialized or mixed-language texts
Usage Example
from transformers import pipeline

simplifier = pipeline(
    "text2text-generation", model="agentlans/flan-t5-small-simplifier"
)

complex_text = "While navigating the labyrinthine corridors of epistemological uncertainty, the precocious philosopher paused to contemplate the intricate interplay between subjective perception and objective reality."

simplified_text = simplifier(complex_text, max_length=128)[0]["generated_text"]
print(simplified_text)

# The precocious philosopher paused to contemplate the complex interplay between subjective perception and objective reality while navigating the labyrinthine corridors of epistemological uncertainty.
Training Details

Dataset : agentlans/sentence-paraphrases

  • Source: Curated paraphrase collections
  • Readability assessment using a finetuned DeBERTa v3 XSmall

Training Hyperparameters :

  • Learning Rate: 5e-05
  • Batch Size: 8
  • Optimizer: Adam
  • Epochs: 2.0

Performance Metrics :

Epoch Training Loss Validation Loss
0.22 1.4423 1.2431
0.89 1.3595 1.1787
1.78 1.2952 1.1518
Framework
  • Transformers 4.43.3
  • PyTorch 2.3.0+cu121
  • Datasets 3.2.0
Ethical Considerations

Users should review generated text for accuracy and appropriateness, as the model may inherit biases from training data.

Runs of agentlans flan-t5-small-simplifier on huggingface.co

46
Total runs
-4
24-hour runs
-2
3-day runs
-12
7-day runs
3
30-day runs

More Information About flan-t5-small-simplifier huggingface.co Model

More flan-t5-small-simplifier license Visit here:

https://choosealicense.com/licenses/apache-2.0

flan-t5-small-simplifier huggingface.co

flan-t5-small-simplifier huggingface.co is an AI model on huggingface.co that provides flan-t5-small-simplifier's model effect (), which can be used instantly with this agentlans flan-t5-small-simplifier model. huggingface.co supports a free trial of the flan-t5-small-simplifier model, and also provides paid use of the flan-t5-small-simplifier. Support call flan-t5-small-simplifier model through api, including Node.js, Python, http.

flan-t5-small-simplifier huggingface.co Url

https://huggingface.co/agentlans/flan-t5-small-simplifier

agentlans flan-t5-small-simplifier online free

flan-t5-small-simplifier huggingface.co is an online trial and call api platform, which integrates flan-t5-small-simplifier's modeling effects, including api services, and provides a free online trial of flan-t5-small-simplifier, you can try flan-t5-small-simplifier online for free by clicking the link below.

agentlans flan-t5-small-simplifier online free url in huggingface.co:

https://huggingface.co/agentlans/flan-t5-small-simplifier

flan-t5-small-simplifier install

flan-t5-small-simplifier is an open source model from GitHub that offers a free installation service, and any user can find flan-t5-small-simplifier on GitHub to install. At the same time, huggingface.co provides the effect of flan-t5-small-simplifier install, users can directly use flan-t5-small-simplifier installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

flan-t5-small-simplifier install url in huggingface.co:

https://huggingface.co/agentlans/flan-t5-small-simplifier

Url of flan-t5-small-simplifier

flan-t5-small-simplifier huggingface.co Url

Provider of flan-t5-small-simplifier huggingface.co

agentlans
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