LoveJesus/passage-difficulty-simplifier-chirho

# For God so loved the world that he gave his only begotten Son,
# that whoever believes in him should not perish but have eternal life. - John 3:16

from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

tokenizer_chirho = AutoTokenizer.from_pretrained("LoveJesus/passage-difficulty-simplifier-chirho")
model_chirho = AutoModelForSeq2SeqLM.from_pretrained("LoveJesus/passage-difficulty-simplifier-chirho")

input_text_chirho = "simplify: And the LORD God formed man of the dust of the ground, and breathed into his nostrils the breath of life; and man became a living soul."

inputs_chirho = tokenizer_chirho(input_text_chirho, return_tensors="pt", max_length=256, truncation=True)
outputs_chirho = model_chirho.generate(**inputs_chirho, max_length=256, num_beams=4, early_stopping=True)
result_chirho = tokenizer_chirho.decode(outputs_chirho[0], skip_special_tokens=True)

print(result_chirho)
# Expected: A simplified, modern English version of the verse

# For God so loved the world that he gave his only begotten Son,
# that whoever believes in him should not perish but have eternal life. - John 3:16

from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
import re

tokenizer_chirho = AutoTokenizer.from_pretrained("LoveJesus/passage-difficulty-simplifier-chirho")
model_chirho = AutoModelForSeq2SeqLM.from_pretrained("LoveJesus/passage-difficulty-simplifier-chirho")

input_text_chirho = "rate difficulty: For God so loved the world, that he gave his only begotten Son, that whosoever believeth in him should not perish, but have everlasting life."

inputs_chirho = tokenizer_chirho(input_text_chirho, return_tensors="pt", max_length=256, truncation=True)
outputs_chirho = model_chirho.generate(**inputs_chirho, max_length=256, num_beams=4, early_stopping=True)
raw_output_chirho = tokenizer_chirho.decode(outputs_chirho[0], skip_special_tokens=True)

print(raw_output_chirho)
# Expected: "reading_level: X | vocab_complexity: Y | archaic_forms: Z | difficulty: W"

# Parse structured output
reading_level_chirho = re.search(r"reading_level:\s*(\d+)", raw_output_chirho)
difficulty_chirho = re.search(r"difficulty:\s*(\w+)", raw_output_chirho)
vocab_chirho = re.search(r"vocab_complexity:\s*(\w+)", raw_output_chirho)
archaic_chirho = re.search(r"archaic_forms:\s*(\d+)", raw_output_chirho)

if reading_level_chirho:
    print(f"Reading Level: Grade {reading_level_chirho.group(1)}")
if difficulty_chirho:
    print(f"Difficulty: {difficulty_chirho.group(1)}")
if vocab_chirho:
    print(f"Vocabulary Complexity: {vocab_chirho.group(1)}")
if archaic_chirho:
    print(f"Archaic Forms: {archaic_chirho.group(1)}")

# For God so loved the world that he gave his only begotten Son,
# that whoever believes in him should not perish but have eternal life. - John 3:16

import torch
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

tokenizer_chirho = AutoTokenizer.from_pretrained("LoveJesus/passage-difficulty-simplifier-chirho")
model_chirho = AutoModelForSeq2SeqLM.from_pretrained("LoveJesus/passage-difficulty-simplifier-chirho")
model_chirho.eval()

verses_chirho = [
    "simplify: Verily, verily, I say unto thee, Except a man be born again, he cannot see the kingdom of God.",
    "simplify: Wherefore, as by one man sin entered into the world, and death by sin; and so death passed upon all men, for that all have sinned:",
    "rate difficulty: In the beginning God created the heaven and the earth.",
    "rate difficulty: Jesus wept.",
]

inputs_chirho = tokenizer_chirho(verses_chirho, return_tensors="pt", max_length=256, truncation=True, padding=True)

with torch.no_grad():
    outputs_chirho = model_chirho.generate(**inputs_chirho, max_length=256, num_beams=4, early_stopping=True)

results_chirho = tokenizer_chirho.batch_decode(outputs_chirho, skip_special_tokens=True)

for verse_chirho, result_chirho in zip(verses_chirho, results_chirho):
    print(f"Input:  {verse_chirho}")
    print(f"Output: {result_chirho}\n")

google/flan-t5-base (Encoder-Decoder)
  Encoder: 12 layers, 12 heads, d_model=768
  Decoder: 12 layers, 12 heads, d_model=768
  Total parameters: ~248M (all trainable, full fine-tuning)
  Vocabulary: SentencePiece, 32,128 tokens

passage-difficulty-simplifier-chirho/
  src-chirho/
    train-chirho/train-simplifier-chirho.py    # Training script
    eval-chirho/evaluate-chirho.py             # Evaluation script
    data-chirho/build-simplifier-dataset-chirho.ts  # Dataset builder (Bun/TS)
    data-chirho/download-translations-chirho.ts     # Translation downloader
    upload-hf-chirho.py                        # HuggingFace upload script
  space-chirho/
    app.py                                     # Gradio demo application
  data-chirho/
    raw-chirho/                                # Raw Bible CSVs
    processed-chirho/                          # JSONL train/val/test splits
  models-chirho/
    simplifier-chirho/best-chirho/             # Best checkpoint
  cards-chirho/
    simplifier-card-chirho.md                  # This model card
  config-chirho.yaml                           # Training configuration
  spec-chirho/
    progress-chirho.sqlite                     # Agent progress log

# 1. Download Bible translations
cd passage-difficulty-simplifier-chirho
bun run src-chirho/data-chirho/download-translations-chirho.ts

# 2. Build dual-task dataset
bun run src-chirho/data-chirho/build-simplifier-dataset-chirho.ts

# 3. Train model
python src-chirho/train-chirho/train-simplifier-chirho.py

# 4. Evaluate
python src-chirho/eval-chirho/evaluate-chirho.py

# 5. Upload to HuggingFace
python src-chirho/upload-hf-chirho.py

@misc{lovejesus2026passagedifficultysimplifier,
  title={Passage Difficulty Scorer & Plain-Language Simplifier: Multi-Task Flan-T5 for Bible Readability},
  author={loveJesus},
  year={2026},
  publisher={HuggingFace},
  url={https://huggingface.co/LoveJesus/passage-difficulty-simplifier-chirho}
}