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Model: corruptedzayn/distilgpt2-spam-detector Source: Original Platform
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README.md
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README.md
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---
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language: en
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license: mit
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tags:
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- text-generation
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- spam-detection
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- distilgpt2
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datasets:
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- sms_spam
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---
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# DistilGPT2 Spam Detector
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This model fine-tunes [distilgpt2](https://huggingface.co/distilgpt2) on the
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[SMS Spam Collection](https://huggingface.co/datasets/sms_spam) dataset to classify
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text messages as **spam** or **ham**, framed as a text-generation task.
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## How it works
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The model is trained on examples formatted as:
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```
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Message: <text>
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Label: <ham or spam>
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```
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At inference time, feed it `"Message: <your text>
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Label:"` and let it generate a
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few tokens — it will produce "spam" or "ham".
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## Example usage
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM
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tokenizer = AutoTokenizer.from_pretrained("corruptedzayn/distilgpt2-spam-detector")
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model = AutoModelForCausalLM.from_pretrained("corruptedzayn/distilgpt2-spam-detector")
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prompt = "Message: Win a free iPhone now, click here!
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Label:"
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inputs = tokenizer(prompt, return_tensors="pt")
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output = model.generate(**inputs, max_new_tokens=5, pad_token_id=tokenizer.eos_token_id)
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print(tokenizer.decode(output[0], skip_special_tokens=True))
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```
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## Training details
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- Base model: distilgpt2
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- Dataset: sms_spam (~5,500 messages, 80/20 train/test split)
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- Epochs: 3
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- Framed as causal language modeling, not a classification head
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## Limitations
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This is a small demo model trained on a small, English-only, slightly dated dataset.
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It is not intended for production spam filtering.
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config.json
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config.json
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{
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"_num_labels": 1,
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"activation_function": "gelu_new",
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"add_cross_attention": false,
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"architectures": [
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"GPT2LMHeadModel"
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],
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"attn_pdrop": 0.1,
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"bos_token_id": 50256,
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"dtype": "float32",
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"embd_pdrop": 0.1,
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"eos_token_id": 50256,
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"id2label": {
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"0": "LABEL_0"
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},
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"initializer_range": 0.02,
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"label2id": {
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"LABEL_0": 0
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},
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"layer_norm_epsilon": 1e-05,
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"model_type": "gpt2",
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"n_ctx": 1024,
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"n_embd": 768,
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"n_head": 12,
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"n_inner": null,
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"n_layer": 6,
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"n_positions": 1024,
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"pad_token_id": null,
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"reorder_and_upcast_attn": false,
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"resid_pdrop": 0.1,
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"scale_attn_by_inverse_layer_idx": false,
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"scale_attn_weights": true,
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"summary_activation": null,
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"summary_first_dropout": 0.1,
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"summary_proj_to_labels": true,
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"summary_type": "cls_index",
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"summary_use_proj": true,
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"task_specific_params": {
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"text-generation": {
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"do_sample": true,
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"max_length": 50
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}
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},
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"tie_word_embeddings": true,
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"transformers_version": "5.10.2",
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"use_cache": false,
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"vocab_size": 50257
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}
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generation_config.json
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 50256,
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"eos_token_id": 50256,
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"transformers_version": "5.10.2"
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}
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model.safetensors
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 327657928
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tokenizer.json
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"backend": "tokenizers",
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"bos_token": "<|endoftext|>",
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"eos_token": "<|endoftext|>",
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"errors": "replace",
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"is_local": false,
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"local_files_only": false,
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"model_max_length": 1024,
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"pad_token": "<|endoftext|>",
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"tokenizer_class": "GPT2Tokenizer",
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"unk_token": "<|endoftext|>"
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}
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training_args.bin
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 5201
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