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sentiment-ohb3-xlm-roberta-hungarian

NYTK / sentiment-ohb3-xlm-roberta-hungarian

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Total runs: 8
24-hour runs: 0
7-day runs: 0
30-day runs: 2
Model's Last Updated: August 22 2024
text-classification

Introduction of sentiment-ohb3-xlm-roberta-hungarian

Model Details of sentiment-ohb3-xlm-roberta-hungarian

Hungarian Aspect-based Sentiment Analysis with finetuned XLM-RoBERTa model

For further models, scripts and details, see our repository or our demo site .

  • Pretrained model used: XLM-RoBERTa
  • Finetuned on OpinHuBank (OHB) Corpus
  • Labels: 0 (negative), 2 (neutral), 3 (positive)
  • Separator: </s>
Limitations
  • max_seq_length = 256
Results
Model OHB
huBERT 82.30
XLM-R 80.59
Usage with pipeline 
from transformers import pipeline

classification = pipeline(task="sentiment-analysis", model="NYTK/sentiment-ohb3-xlm-roberta-hungarian")
input_text = "Kovácsné Nagy Erzsébet </s> A Kovácsné Nagy Erzsébet nagyon jól érzi magát a Nokiánál, azonban a Németországból érkezett Kovács Péter nehezen boldogul a beilleszkedéssel."

print(classification(input_text)[0])
Citation

If you use this model, please cite the following paper: 

@inproceedings {yang-asent,
    title = {Neurális entitásorientált szentimentelemző alkalmazás magyar nyelvre},
    booktitle = {XIX. Magyar Számítógépes Nyelvészeti Konferencia (MSZNY 2023)},
    year = {2023},
    publisher = {Szegedi Tudományegyetem, Informatikai Intézet},
    address = {Szeged, Hungary},
    author = {Yang, Zijian Győző and Laki, László János},
    pages = {107--117}
}

Runs of NYTK sentiment-ohb3-xlm-roberta-hungarian on huggingface.co

8
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
2
30-day runs

More Information About sentiment-ohb3-xlm-roberta-hungarian huggingface.co Model

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sentiment-ohb3-xlm-roberta-hungarian huggingface.co Url

https://huggingface.co/NYTK/sentiment-ohb3-xlm-roberta-hungarian

NYTK sentiment-ohb3-xlm-roberta-hungarian online free

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https://huggingface.co/NYTK/sentiment-ohb3-xlm-roberta-hungarian

sentiment-ohb3-xlm-roberta-hungarian install

sentiment-ohb3-xlm-roberta-hungarian is an open source model from GitHub that offers a free installation service, and any user can find sentiment-ohb3-xlm-roberta-hungarian on GitHub to install. At the same time, huggingface.co provides the effect of sentiment-ohb3-xlm-roberta-hungarian install, users can directly use sentiment-ohb3-xlm-roberta-hungarian installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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https://huggingface.co/NYTK/sentiment-ohb3-xlm-roberta-hungarian

Url of sentiment-ohb3-xlm-roberta-hungarian

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