dactyl-distilroberta-base-finetuned

ShantanuT01/dactyl-distilroberta-base-finetuned

dactyl-distilroberta-base-finetuned is a text classification model from ShantanuT01. Use it when you need a label for a piece of text. It is set up for transformers.

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At a glance

Task: Text Classification
Library: transformers
Model type: roberta
Access: Public
Created: May 28, 2025
Updated: Sep 24, 2025
SHA: 391a9486

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Model card

From the Hugging Face model README

DACTYL Text Detector

Training Configuration

{
    "training_split": "training",
    "evaluation_split": "testing",
    "results_path": "libauc-distilroberta-base.csv",
    "num_epochs": 1,
    "model_path": "ShantanuT01/dactyl-distilroberta-base-pretrained",
    "tokenizer": "distilroberta-base",
    "optimizer": "SOTAs",
    "optimizer_type": "libauc",
    "optimizer_args": {
        "lr": 1e-05
    },
    "loss_fn": "tpAUC_KL_Loss",
    "reset_classification_head": true,
    "loss_type": "libauc",
    "loss_fn_args": {
        "data_len": 466005
    },
    "needs_loss_fn_as_parameter": false,
    "save_path": "ShantanuT01/dactyl-distilroberta-base-finetuned",
    "training_args": {
        "batch_size": 64,
        "needs_sampler": true,
        "needs_index": true,
        "shuffle": false,
        "sampling_rate": 0.5,
        "apply_sigmoid": true
    },
    "best_model_path": "best-tpauc-model-distilroberta-base"
}

Results

model	AP Score	AUC Score	OPAUC Score	TPAUC Score
DeepSeek-V3	0.997783	0.999901	0.998984	0.991968
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-RedditWritingPrompts-testing	0.385431	0.965153	0.925687	0.38438
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-abstracts-testing	0.875288	0.985992	0.971279	0.75316
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-news-testing	0.546747	0.90218	0.847515	0
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-reviews-testing	0.385851	0.935973	0.835005	0
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-student_essays-testing	0.0376482	0.806328	0.611652	0
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-tweets-testing	0.594489	0.976732	0.917376	0.310269
claude-3-5-haiku-20241022	0.982784	0.996476	0.989317	0.899193
claude-3-5-sonnet-20241022	0.994605	0.999284	0.997636	0.982059
gemini-1.5-flash	0.980723	0.997217	0.987467	0.879463
gemini-1.5-pro	0.964801	0.994032	0.976397	0.771443
gpt-4o-2024-11-20	0.983534	0.997288	0.989648	0.903522
gpt-4o-mini	0.996224	0.999868	0.998646	0.992356
llama-3.2-90b	0.971754	0.992887	0.982388	0.831708
llama-3.3-70b	0.990585	0.998126	0.99489	0.953972
mistral-large-latest	0.995819	0.999661	0.998056	0.984268
mistral-small-latest	0.996215	0.999667	0.998216	0.986264
overall	0.992324	0.993112	0.982549	0.834284

Task: Text Classification
Library: transformers
Type: roberta
Created: May 28, 2025
Updated: Sep 24, 2025