Model: polkas/educational-story-outcome-predictor
Author: polkas
Pipeline: text-classification
Library: transformers
Tags: transformers, safetensors, distilbert, text-classification, education, educational-stories, dual-sequence, outcome-prediction, fine-tuned, v1.0, stable, research, teacher-training, en, dataset:MU-NLPC/Edustories-en, arxiv:1810.03993, base_model:distilbert/distilbert-base-uncased, base_model:finetune:distilbert/distilbert-base-uncased, license:apache-2.0, model-index, endpoints_compatible, region:us
Base models (finetune): id: distilbert/distilbert-base-uncased
Card metadata: language: en
license: apache-2.0
library_name: transformers
tags: text-classification, education, educational-stories, dual-sequence, outcome-prediction, distilbert, fine-tuned, v1.0, stable, research, teacher-training
datasets: MU-NLPC/Edustories-en
metrics: accuracy, f1, precision, recall
pipeline_tag: text-classification
widget: text: Situation: Sarah struggled with mathematics from the beginning of the school year. She often felt confused during lessons and avoided asking questions. Solution: The teacher provided additional one-on-one tutoring sessions and created a supportive environment where Sarah felt comfortable asking questions.
example_title: Supportive Academic Intervention, text: Situation: Michael showed behavioral problems including disrupting class and not completing assignments. Solution: The school implemented a structured behavior plan with clear expectations, consistent consequences, and positive reinforcement for good behavior.
example_title: Structured Behavioral Support, text: Situation: Lisa was new to the school and seemed shy during her first weeks. She made friends slowly but showed genuine interest in learning. Solution: Teachers were patient and encouraging, providing extra support during the transition period and facilitating social connections.
example_title: Social Integration Support
base_model: distilbert-base-uncased
model-index: name: educational-story-outcome-predictor
results: task: type: text-classification
name: Educational Outcome Prediction
dataset: type: MU-NLPC/Edustories-en
name: Educational Stories
metrics: type: accuracy
value: 0.7418
name: Accuracy
verified: no, type: f1
value: 0.8218
name: F1 Score
verified: no, type: precision
value: 0.718
name: Precision
verified: no, type: recall
value: 0.9605
name: Recall
verified: no
Likes: 0 | All-time downloads: 35
Created: 2025-09-16 19:26:25