cglez/gpt2-dapt-wiki_toxic

Model Card: GPT-2 DAPT Wiki Toxic

A domain-adapted GPT-2, further pre-trained on the Wiki Toxic dataset text.

Model Details

Description

This model is based on the GPT-2 architecture and was further pre-trained (domain-adapted) using the text in Wiki Toxic dataset, excluding its test split.

• Developed by: Cesar Gonzalez-Gutierrez
• Funded by: ERC
• Architecture: GPT-2
• Language: English
• License: MIT
• Base model: GPT-2

Checkpoints

Intermediate checkpoints from the pre-training process are available and can be accessed using specific tags, which correspond to training epochs and steps:

Epoch	Step	Tags
1	1496	epoch-1	step-1496
5	7480	epoch-5	step-7480
10	14960	epoch-10	step-14960
15	22440	epoch-15	step-22440
20	29920	epoch-20	step-29920
25	37400	epoch-25	step-37400
30	44880	epoch-30	step-44880
35	52360	epoch-35	step-52360
40	59840	epoch-40	step-59840
45	67320	epoch-45	step-67320
50	74800	epoch-50	step-74800

To load a model from a specific intermediate checkpoint, use the revision parameter with the corresponding tag:

from transformers import AutoModelForCausalLM

model = AutoModelForMaskedLM.from_pretrained("<model-name>", revision="<checkpoint-tag>")

Sources

• Paper: [Information pending]

Training Details

For more details on the training procedure, please refer to the base model's documentation: Training procedure.

Training Data

All texts from Wiki Toxic dataset, excluding the test partition.

Preprocessing

All markup and symbols were removed from the texts, including punctuation.

Training Hyperparameters

• Precision: fp16
• Batch size: 8
• Gradient accumulation steps: 12

Uses

For typical use cases and limitations, please refer to the base model's guidance: Inteded uses & limitations.

Bias, Risks, and Limitations

This model inherits potential risks and limitations from the base model. Refer to: Limitations and bias.

Environmental Impact

• Hardware Type: NVIDIA A100 PCIE 40GB
• Runtime: 24.5
• Cluster Provider: Artemisa
• Compute Region: EU
• Carbon Emitted: 3.8 kg CO2 eq.

Citation

BibTeX:

[More Information Needed]