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, image-text-to-image, image-text-to-video, 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

Modifications and Derivative Work Notice

This model is based on bigscience/mt0-base, licensed under the Apache License 2.0.

This repository contains a modified and fine-tuned version of the original model.

Modifications include:

Additional training on the SQAC dataset to finetune the model on the Answer Extraction task
Hyperparameter adjustments

A detailed description of the modifications, training procedure, and experimental setup can be found in the associated paper: Evaluating the performance of multilingual models in answer extraction and question generation.

All modifications were made by INTELIA.

Citation

If you use this model in your research, please cite the following paper: Evaluating the performance of multilingual models in answer extraction and question generation.

@article{moreno-cediel_evaluating_2024,
  title = {Evaluating the performance of multilingual models in answer extraction and question generation},
  volume = {14},
  copyright = {2024 The Author(s)},
  issn = {2045-2322},
  url = {https://www.nature.com/articles/s41598-024-66472-5},
  doi = {10.1038/s41598-024-66472-5},
  language = {en},
  number = {1},
  urldate = {2025-01-10},
  journal = {Scientific Reports},
  author = {Moreno-Cediel, Antonio and del-Hoyo-Gabaldon, Jesus-Angel and Garcia-Lopez, Eva and Garcia-Cabot, Antonio and de-Fitero-Dominguez, David},
  month = jul,
  year = {2024},
  note = {Publisher: Nature Publishing Group},
  keywords = {Computer science, Software},
  pages = {15477},
}