YAML Metadata Warning: The pipeline tag "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

Model Card for mT5-small-VT-span-mlm_deplain-apa

Finetuned mT5-Model for German sentence-level text-simplification.

Model Details

Model Description

  • Model type: Encoder-Decoder-Transformer
  • Language(s) (NLP): German
  • Finetuned from model: google/mT5-small
  • Task: Text-Simplification

Training Details

Training Data

DEplain/DEplain-APA-sent
Stodden et al. (2023): arXiv:2305.18939

Training Procedure

Parameter-efficient Fine-Tuning with LoRA. \

Vocabulary adjusted through Vocabulary Transfer (Mosin et al. ()).

Training Hyperparameters

  • Batch Size: 16
  • Epochs: 1
  • Learning Rate: 0.001
  • Optimizer: Adafactor

LoRA Hyperparameters

  • R: 32
  • Alpha: 64
  • Dropout: 0.1
  • Target modules: all linear layers
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Dataset used to train vera-8/mT5-small-VT-span-mlm_deplain-apa