metadata

tags:
  - mt5
  - adapter-transformers
  - DefinitionGeneration
  - definition-modeling
datasets:
  - jfeil/GermanDefinitionGeneration-Distillation
license: gpl-3.0
language:
  - de
base_model:
  - google/mt5-base

Adapter `jfeil/GermanDefinitionGeneration-Distillation` for google/mt5-base

An adapter for the google/mt5-base model that was trained on the jfeil/GermanDefinitionGeneration-Distillation dataset.

This adapter was created for usage with the Adapters library.

Usage

First, install adapters:

pip install -U adapters

Now, the adapter can be loaded and activated like this:

from adapters import AutoAdapterModel

model = AutoAdapterModel.from_pretrained("google/mt5-base")
adapter_name = model.load_adapter("jfeil/GermanDefinitionGeneration-Distillation", source="hf", set_active=True)

Architecture & Training

TODO

Optimal Inferencing Parameters

num_beams 5
repetition_penalty 1.5
Prompt: <EXAMPLE_SENTENCE> Was ist die Definition von <EXAMPLE_WORD>?

Evaluation results

Tested on Wiktionary test set:

	MeteorScore	ROUGE-L	BERTscore-F1	MoverScore	Sentence Embedding Score
Wiktionary	0.175	0.187	0.751	0.568	0.478
Distillation	0.103	0.109	0.675	0.536	0.369

Citation