Modelpublic

ShantanuT01/dactyl-tinybert-pretrained

sourceHugging Faceupdated 1y agoView on Hugging Face

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DACTYL Text Detector

Training Configuration

json

{
    "training_split": "training",
    "evaluation_split": "testing",
    "results_path": "bce-tinybert-base.csv",
    "num_epochs": 5,
    "model_path": "huawei-noah/TinyBERT_General_4L_312D",
    "tokenizer": "huawei-noah/TinyBERT_General_4L_312D",
    "optimizer": "AdamW",
    "optimizer_type": "torch",
    "optimizer_args": {
        "lr": 2e-05,
        "weight_decay": 0.01
    },
    "loss_fn": "BCEWithLogitsLoss",
    "reset_classification_head": false,
    "loss_type": "torch",
    "loss_fn_args": {},
    "needs_loss_fn_as_parameter": false,
    "save_path": "ShantanuT01/dactyl-tinybert-pretrained",
    "training_args": {
        "batch_size": 64,
        "needs_sampler": false,
        "needs_index": false,
        "shuffle": true,
        "sampling_rate": null,
        "apply_sigmoid": false
    },
    "best_model_path": "best-tinybert-model"
}

Results

model	AP Score	AUC Score	OPAUC Score	TPAUC Score
DeepSeek-V3	0.989355	0.996855	0.993696	0.938917
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-RedditWritingPrompts-testing	0.0371425	0.749778	0.641038	0
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-abstracts-testing	0.157916	0.898819	0.654391	0
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-news-testing	0.00768129	0.591508	0.517311	0
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-reviews-testing	0.0827563	0.921267	0.7135	0
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-student_essays-testing	0.00826	0.580281	0.506719	0
ShantanuT01/fine-tuned-Llama-3.2-1B-Instruct-apollo-mini-tweets-testing	0.456347	0.976401	0.86447	0.105054
claude-3-5-haiku-20241022	0.973562	0.995183	0.982616	0.830874
claude-3-5-sonnet-20241022	0.985813	0.99776	0.990951	0.912414
gemini-1.5-flash	0.959554	0.993995	0.973325	0.741471
gemini-1.5-pro	0.906423	0.981521	0.940218	0.434661
gpt-4o-2024-11-20	0.971624	0.995329	0.981673	0.82246
gpt-4o-mini	0.99553	0.999309	0.997378	0.974682
llama-3.2-90b	0.929239	0.98677	0.953935	0.556386
llama-3.3-70b	0.96513	0.993237	0.976893	0.775907
mistral-large-latest	0.988606	0.997797	0.993021	0.932415
mistral-small-latest	0.987975	0.996807	0.992217	0.924494
overall	0.97755	0.980085	0.953644	0.550035