bert-base-german-cased-finetuned-subj_v5_11Epoch - An Open-Source German Text Classification Model with Excellent Performance on the Evaluation Set

Bert Base German Cased Finetuned Subj V5 11Epoch

Developed by tbosse

A fine-tuned German text classification model based on bert-base-german-cased, demonstrating excellent performance on the evaluation set

Text Classification

Transformers

Open Source License:MIT #German Text Classification #High-Precision BERT Fine-Tuning #F1 Score 0.826

Downloads 15

Release Time : 4/11/2022

Model Overview

This model is a fine-tuned version of bert-base-german-cased on an unknown dataset, primarily used for German text classification tasks

Model Features

High Accuracy

Achieves 91.98% accuracy on the evaluation set

Balanced Performance

Balanced precision (82.40%) and recall (82.87%) with an F1 score of 82.63%

Professional Fine-Tuning

Optimized through 11 epochs of fine-tuning based on the German BERT model

Model Capabilities

German Text Classification

Sentiment Analysis

Topic Classification

Use Cases

Text Analysis

Customer Feedback Classification

Automatically classify German customer feedback

Accuracy can reach 91.98%

Social Media Analysis

Analyze sentiment tendencies in German social media content

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	1.0	32	0.3485	0.6992	0.7051	0.7021	0.8639
No log	2.0	64	0.2679	0.7947	0.7612	0.7776	0.8994
No log	3.0	96	0.2555	0.8073	0.8118	0.8095	0.9112
No log	4.0	128	0.2591	0.8290	0.8034	0.8160	0.9132
No log	5.0	160	0.2808	0.8450	0.8118	0.8281	0.9158
No log	6.0	192	0.2953	0.8386	0.8174	0.8279	0.9172
No log	7.0	224	0.3164	0.8347	0.8371	0.8359	0.9204
No log	8.0	256	0.3267	0.8329	0.8258	0.8293	0.9178
No log	9.0	288	0.3373	0.8268	0.8315	0.8291	0.9198
No log	10.0	320	0.3450	0.8324	0.8230	0.8277	0.9211
No log	11.0	352	0.3467	0.8240	0.8287	0.8263	0.9198

Property	Details
Model Type	bert - base - german - cased - finetuned - subj_v5_11Epoch
Training Data	Unknown
Metrics	precision, recall, f1, accuracy

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Bert Base German Cased Finetuned Subj V5 11Epoch

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 bert-base-german-cased-finetuned-subj_v5_11Epoch

🚀 Quick Start

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Model description

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Training and evaluation data

🔧 Technical Details

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