SST-GPT2 Open-Source Text Generation Model - Free Deployment to Boost High-Quality Text Creation

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Sst Gpt2

Developed by kennethge123

GPT-2 fine-tuned text generation model on the SST dataset

Large Language Model

Transformers

Open Source License:MIT #Sentiment Analysis Fine-tuning #GPT-2 Text Generation #Low Loss Optimization

Downloads 56

Release Time : 3/29/2024

Model Overview

This model is a fine-tuned version of GPT-2 on the Stanford Sentiment Treebank (SST) dataset, primarily used for text generation tasks, especially those related to sentiment analysis.

Model Features

Sentiment-Oriented Text Generation

Fine-tuned on the SST sentiment dataset, the generated content may exhibit sentiment tendencies

Lightweight Fine-tuning

Efficient fine-tuning based on the GPT-2 base model, retaining the powerful generation capabilities of the original model

Linear Learning Rate Scheduling

Training employs a linear learning rate scheduling strategy to optimize the training process

Model Capabilities

Text Generation

Sentiment-Related Text Generation

Use Cases

Content Creation

Emotional Content Generation

Generate text content with specific emotional tendencies

Education & Research

Sentiment Analysis Research

Used for sentiment analysis-related research and teaching demonstrations

Training Loss	Epoch	Step	Validation Loss	Mse
0.2144	1.0	534	0.0300	0.0301
0.0251	2.0	1068	0.0249	0.0250
0.0181	3.0	1602	0.0230	0.0230
0.0134	4.0	2136	0.0244	0.0244
0.0096	5.0	2670	0.0228	0.0228
0.0077	6.0	3204	0.0227	0.0227
0.0062	7.0	3738	0.0227	0.0227
0.0052	8.0	4272	0.0229	0.0229
0.0044	9.0	4806	0.0227	0.0226
0.0038	10.0	5340	0.0240	0.0240
0.0034	11.0	5874	0.0221	0.0221
0.0029	12.0	6408	0.0220	0.0220
0.0026	13.0	6942	0.0229	0.0229
0.0024	14.0	7476	0.0217	0.0217
0.002	15.0	8010	0.0225	0.0225
0.0018	16.0	8544	0.0222	0.0222
0.0016	17.0	9078	0.0217	0.0217
0.0015	18.0	9612	0.0218	0.0218
0.0014	19.0	10146	0.0217	0.0217
0.0013	20.0	10680	0.0218	0.0218

Property	Details
Model Type	Fine - tuned version of gpt2 on the sst dataset
Training Data	sst

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Sst Gpt2

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 sst-gpt2

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📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

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