|
|
|
--- |
|
license: cc-by-4.0 |
|
metrics: |
|
- bleu4 |
|
- meteor |
|
- rouge-l |
|
- bertscore |
|
- moverscore |
|
language: en |
|
datasets: |
|
- lmqg/qg_subjqa |
|
pipeline_tag: text2text-generation |
|
tags: |
|
- question generation |
|
widget: |
|
- text: "generate question: <hl> Beyonce <hl> further expanded her acting career, starring as blues singer Etta James in the 2008 musical biopic, Cadillac Records." |
|
example_title: "Question Generation Example 1" |
|
- text: "generate question: Beyonce further expanded her acting career, starring as blues singer <hl> Etta James <hl> in the 2008 musical biopic, Cadillac Records." |
|
example_title: "Question Generation Example 2" |
|
- text: "generate question: Beyonce further expanded her acting career, starring as blues singer Etta James in the 2008 musical biopic, <hl> Cadillac Records <hl> ." |
|
example_title: "Question Generation Example 3" |
|
model-index: |
|
- name: lmqg/t5-small-subjqa-vanilla-tripadvisor |
|
results: |
|
- task: |
|
name: Text2text Generation |
|
type: text2text-generation |
|
dataset: |
|
name: lmqg/qg_subjqa |
|
type: tripadvisor |
|
args: tripadvisor |
|
metrics: |
|
- name: BLEU4 |
|
type: bleu4 |
|
value: 2.3767303956838575e-11 |
|
- name: ROUGE-L |
|
type: rouge-l |
|
value: 0.05777830959633504 |
|
- name: METEOR |
|
type: meteor |
|
value: 0.04892542953157227 |
|
- name: BERTScore |
|
type: bertscore |
|
value: 0.8213643687978652 |
|
- name: MoverScore |
|
type: moverscore |
|
value: 0.4958594895419794 |
|
--- |
|
|
|
# Language Models Fine-tuning on Question Generation: `lmqg/t5-small-subjqa-vanilla-tripadvisor` |
|
This model is fine-tuned version of [t5-small](https://huggingface.co/t5-small) for question generation task on the |
|
[lmqg/qg_subjqa](https://huggingface.co/datasets/lmqg/qg_subjqa) (dataset_name: tripadvisor). |
|
|
|
|
|
### Overview |
|
- **Language model:** [t5-small](https://huggingface.co/t5-small) |
|
- **Language:** en |
|
- **Training data:** [lmqg/qg_subjqa](https://huggingface.co/datasets/lmqg/qg_subjqa) (tripadvisor) |
|
- **Online Demo:** [https://autoqg.net/](https://autoqg.net/) |
|
- **Repository:** [https://github.com/asahi417/lm-question-generation](https://github.com/asahi417/lm-question-generation) |
|
- **Paper:** [TBA](TBA) |
|
|
|
### Usage |
|
```python |
|
|
|
from transformers import pipeline |
|
|
|
model_path = 'lmqg/t5-small-subjqa-vanilla-tripadvisor' |
|
pipe = pipeline("text2text-generation", model_path) |
|
|
|
# Question Generation |
|
question = pipe('generate question: <hl> Beyonce <hl> further expanded her acting career, starring as blues singer Etta James in the 2008 musical biopic, Cadillac Records.') |
|
``` |
|
|
|
## Evaluation Metrics |
|
|
|
|
|
### Metrics |
|
|
|
| Dataset | Type | BLEU4 | ROUGE-L | METEOR | BERTScore | MoverScore | Link | |
|
|:--------|:-----|------:|--------:|-------:|----------:|-----------:|-----:| |
|
| [lmqg/qg_subjqa](https://huggingface.co/datasets/lmqg/qg_subjqa) | tripadvisor | 0.0 | 0.058 | 0.049 | 0.821 | 0.496 | [link](https://huggingface.co/lmqg/t5-small-subjqa-vanilla-tripadvisor/raw/main/eval/metric.first.sentence.paragraph_answer.question.lmqg_qg_subjqa.tripadvisor.json) | |
|
|
|
|
|
|
|
|
|
## Training hyperparameters |
|
|
|
The following hyperparameters were used during fine-tuning: |
|
- dataset_path: lmqg/qg_subjqa |
|
- dataset_name: tripadvisor |
|
- input_types: ['paragraph_answer'] |
|
- output_types: ['question'] |
|
- prefix_types: ['qg'] |
|
- model: t5-small |
|
- max_length: 512 |
|
- max_length_output: 32 |
|
- epoch: 1 |
|
- batch: 32 |
|
- lr: 1e-05 |
|
- fp16: False |
|
- random_seed: 1 |
|
- gradient_accumulation_steps: 2 |
|
- label_smoothing: 0.15 |
|
|
|
The full configuration can be found at [fine-tuning config file](https://huggingface.co/lmqg/t5-small-subjqa-vanilla-tripadvisor/raw/main/trainer_config.json). |
|
|
|
## Citation |
|
TBA |
|
|
