zeroshot-classification-de Open-source German Classification Model - Free Deployment to Solve Multi-label Classification Problems

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Zeroshot Classification De

Developed by michaelp11

A German zero-shot classification model fine-tuned on DeBERTa-v3-base, suitable for multi-label classification tasks

Text Classification

Transformers

GermanOpen Source License:MIT #German zero-shot classification #Multi-label classification #No training data required

Downloads 46

Release Time : 2/4/2024

Model Overview

This model is a fine-tuned version on the michaelp11/wiki-tags dataset, specifically designed for German zero-shot classification tasks, capable of classifying text based on provided candidate labels.

Model Features

Zero-shot classification capability

Can classify new categories without task-specific training data

Multi-label support

Supports assigning multiple relevant labels to text simultaneously

High accuracy

Achieves an accuracy and F1 score of 0.859 on the evaluation set

Model Capabilities

German text classification

Multi-label classification

Zero-shot learning

Use Cases

Content classification

Geographic classification

Determines geographic attributes based on text descriptions

Can accurately identify types of locations described in text (e.g., village, city)

Topic classification

Performs topic classification on German text content

Can accurately classify text topics based on provided candidate labels

Training Loss	Epoch	Step	Validation Loss	F1 Macro	F1 Micro	Accuracy Balanced	Accuracy	Precision Macro	Recall Macro	Precision Micro	Recall Micro
No log	1.0	313	0.3407	0.8507	0.851	0.8509	0.851	0.8534	0.8509	0.851	0.851
0.373	2.0	626	0.3830	0.8600	0.86	0.8600	0.86	0.86	0.8600	0.86	0.86
0.373	3.0	939	0.4552	0.8589	0.859	0.8590	0.859	0.8596	0.8590	0.859	0.859

Property	Details
Model Type	Fine - tuned version of [MoritzLaurer/deberta - v3 - base - zeroshot - v1.1 - all - 33](https://huggingface.co/MoritzLaurer/deberta - v3 - base - zeroshot - v1.1 - all - 33)
Training Data	michaelp11/wiki - tags dataset
Pipeline Tag	zero - shot - classification
Metrics	accuracy
Language	German

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Zeroshot Classification De

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