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Model: ppanja/slm-125m-base 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: apache-2.0
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tags:
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- causal-lm
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- llama
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- legal
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- financial
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- from-scratch
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library_name: transformers
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---
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# slm-125m
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125M-parameter causal language model trained from scratch on a legal/financial corpus.
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## Model
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|---|---|
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| Architecture | Llama-style (SwiGLU, RoPE, RMSNorm) |
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| Parameters | ~125.8M |
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| Layers / dim / heads | 12 / 768 / 12 |
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| Context | 1024 tokens |
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| Vocab | 16384 (byte-level BPE) |
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## Training data
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| Source | Role |
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|--------|------|
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| HFforLegal/case-law | US case law |
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| PleIAs/SEC | SEC filings |
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| HuggingFaceFW/fineweb-edu | General educational web text |
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Packed train tokens: **unknown** | val tokens: **unknown**
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Eval benchmarks (LexGLUE, CaseHOLD) were held out during corpus construction.
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## Training run
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| Hyperparameter | Value |
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|----------------|-------|
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| Global batch (tokens) | 524,288 |
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| LR / min LR | 0.0006 / 6e-05 |
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| Warmup tokens | 200M |
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| Weight decay | 0.1 |
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Last logged train loss: **n/a** | val loss: **n/a**
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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tok = AutoTokenizer.from_pretrained("ppanja/slm-125m-base")
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model = AutoModelForCausalLM.from_pretrained("ppanja/slm-125m-base")
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inputs = tok("The plaintiff shall bear the burden of proof", return_tensors="pt")
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out = model.generate(**inputs, max_new_tokens=64)
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print(tok.decode(out[0]))
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```
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Chat special tokens (`<|user|>`, `<|assistant|>`, `<|system|>`) are in the vocabulary for future instruction tuning.
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config.json
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"dtype": "float32",
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"eos_token_id": 2,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"max_position_embeddings": 1024,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"num_key_value_heads": 12,
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"pad_token_id": 0,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_parameters": {
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"rope_theta": 10000.0,
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"rope_type": "default"
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},
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"tie_word_embeddings": true,
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"transformers_version": "5.13.1",
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"use_cache": true,
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"vocab_size": 16384
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}
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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": 1,
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"eos_token_id": 2,
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"pad_token_id": 0,
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"transformers_version": "5.13.1"
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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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oid sha256:f34b64a64bbb537b9eaea81af5c45d0880a6c620a64b7da560dfa543ab650c1a
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size 503405488
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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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"backend": "tokenizers",
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"bos_token": "<|bos|>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "<|eos|>",
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"extra_special_tokens": [
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"<|user|>",
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"<|assistant|>",
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"<|system|>"
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],
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"is_local": true,
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"local_files_only": false,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<|pad|>",
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"tokenizer_class": "TokenizersBackend",
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"unk_token": "<|unk|>"
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}
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