saadhyam-context-email-generator

Saadhyam Context-Aware Email Generator

A fine-tuned FLAN-T5 model for generating professional emails from context-aware user requests.

Model

Base model:

google/flan-t5-small

The model was fine-tuned using context-aware email-generation data.

Context Information

The model uses:

• Audience
• Context
• Email type
• User request

Supported audiences include:

• candidate
• customer
• employees
• general
• students

Supported contexts include:

• customer_service
• education
• general
• recruitment
• workplace

Training

Training samples: 960

Validation samples: 120

Test samples: 120

Training epochs: 5

Learning rate: 2e-5

Batch size: 8

Evaluation

Test loss: 0.248608

Test perplexity: 1.2822

Template accuracy on test set: 100%

Context compatibility on test set: 94.17%

Real-world generation test:

• JSON validity: 100%
• Output completeness: 100%
• Template accuracy: 100%
• Context compatibility: 100%

Important

The reported accuracy values are based on the Saadhyam evaluation dataset and real-world test cases used during development.

Additional evaluation on unseen production data is recommended.

Repository

Hugging Face repository:

https://huggingface.co/likhitha7274/saadhyam-context-email-generator