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Longformer Base 4096 Bible

Developed by ronenh24
A Bible text relevance prediction model fine-tuned based on allenai/longformer-base-4096
Downloads 32
Release Time : 4/5/2025

Model Overview

This model is used to predict the relevance level (1-5) between Bible passages and query statements, suitable for Bible text analysis scenarios.

Model Features

Long Text Processing Capability
Based on the Longformer architecture, supports a 4096-length context window, suitable for processing long Bible texts.
High-precision Classification
Achieves a precision of 1.0 on the evaluation set, accurately predicting 1-5 level relevance.
Optimized Training Strategy
Uses cosine annealing learning rate scheduling and warm-up training to improve model convergence.

Model Capabilities

Bible Text Analysis
Relevance Scoring
Long Text Classification

Use Cases

Religious Text Analysis
Bible Passage Retrieval
Automatically matches the most relevant Bible passages based on user queries.
5-level classification with 1.0 accuracy.
Bible Research Assistance
Helps researchers quickly locate relevant scriptures.
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