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Model: shivamfet/slm-125m-base
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---
license: apache-2.0
library_name: transformers
pipeline_tag: text-generation
tags:
- llama
- legal
- finance
- small-language-model
---
# shivamfet/slm-125m-base
A ~125M-parameter Llama-architecture language model pretrained from scratch on a
legal- and finance-heavy corpus (U.S. case law, SEC filings, and a slice of
FineWeb-Edu). Built as a compact domain SLM; not instruction-tuned.
**🌐 Live demo:** https://slm-125m-shivamk.vercel.app
## Model details
| | |
|---|---|
| Parameters | ~125.8M (tied embeddings) |
| Architecture | Llama (12 layers, 768 hidden, 12 heads) |
| Vocab | 16,384 (byte-level BPE, trained on-corpus) |
| Context length | 1024 |
| Precision | bf16 autocast (fp32 master weights) |
## Training
- **Corpus:** ~2.4B unique tokens (case-law / SEC / FineWeb-Edu), deduplicated
(MinHash LSH) and decontaminated against CaseHOLD / LexGLUE eval sets.
- **Schedule:** 4 epochs (~8.15B tokens seen) on 8xH100, cosine LR (6e-4 -> 6e-5),
token-based warmup, fused AdamW.
- **Result:** validation perplexity 16.0 -> 8.35, monotonic, no divergence.
## Usage
```python
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("shivamfet/slm-125m-base")
model = AutoModelForCausalLM.from_pretrained("shivamfet/slm-125m-base")
ids = tok("The plaintiff shall bear the burden of proving",
return_tensors="pt", return_token_type_ids=False)
out = model.generate(**ids, max_new_tokens=80, do_sample=True,
top_k=50, temperature=0.8, pad_token_id=tok.pad_token_id)
print(tok.decode(out[0], skip_special_tokens=True))
```
## Limitations
Base model only — no instruction tuning or RLHF. It can produce plausible-sounding
but incorrect legal/financial text and must not be relied on for legal or financial
advice. Reflects biases in its public training sources.

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{
"architectures": [
"LlamaForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 1,
"eos_token_id": 2,
"head_dim": 64,
"hidden_act": "silu",
"hidden_size": 768,
"initializer_range": 0.02,
"intermediate_size": 3072,
"max_position_embeddings": 1024,
"mlp_bias": false,
"model_type": "llama",
"num_attention_heads": 12,
"num_hidden_layers": 12,
"num_key_value_heads": 12,
"pretraining_tp": 1,
"rms_norm_eps": 1e-05,
"rope_scaling": null,
"rope_theta": 10000.0,
"tie_word_embeddings": true,
"torch_dtype": "float32",
"transformers_version": "4.46.3",
"use_cache": true,
"vocab_size": 16384
}

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{
"_from_model_config": true,
"bos_token_id": 1,
"eos_token_id": 2,
"transformers_version": "4.46.3"
}

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{
"additional_special_tokens": [
"<|user|>",
"<|assistant|>",
"<|system|>"
],
"bos_token": "<|bos|>",
"eos_token": "<|eos|>",
"pad_token": "<|pad|>",
"unk_token": "<|unk|>"
}

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{
"added_tokens_decoder": {
"0": {
"content": "<|bos|>",
"lstrip": false,
"normalized": false,
"rstrip": false,
"single_word": false,
"special": true
},
"1": {
"content": "<|eos|>",
"lstrip": false,
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"2": {
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"special": true
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"special": true
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"additional_special_tokens": [
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"<|assistant|>",
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],
"bos_token": "<|bos|>",
"clean_up_tokenization_spaces": false,
"eos_token": "<|eos|>",
"model_max_length": 1000000000000000019884624838656,
"pad_token": "<|pad|>",
"tokenizer_class": "PreTrainedTokenizerFast",
"unk_token": "<|unk|>"
}