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Slm 125m Base

A 125M-parameter Llama-style base language model, pretrained from scratch on a legal/financial corpus (US case law + SEC filings + a web slice, 2.19B tokens).

TipoText modelVersãomodelDnota

Fonte do modelo

Tipo
Text model
Tamanho do arquivo
240 MB
Versão
vmodel
Atualizado
19 de out. de 2026
Downloads
275
Fonte
Hugging Face

Descrição da fonte

slm-125m-base

A 125M-parameter Llama-style base language model, pretrained from scratch on a legal/financial corpus (US case law + SEC filings + a web slice, ~2.19B tokens).

  • Pretraining: 10 epochs, 8xH100. Held-out validation perplexity: 8.36.
  • This is a base COMPLETER, not a chat model. Prompt it with the start of a sentence and it continues in the legal register. It speaks the register fluently but does not know facts (knowledge is capped at ~2 bits/param at this size).
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("thesreedath/slm-125m-base")
model = AutoModelForCausalLM.from_pretrained("thesreedath/slm-125m-base")
ids = tok("The plaintiff alleges that the defendant", return_tensors="pt").input_ids
print(tok.decode(model.generate(ids, max_new_tokens=60, do_sample=True,
      temperature=0.8, min_new_tokens=40)[0]))

Full pipeline + fine-tuning code: https://github.com/Vizuara-AI-Lab/slm-125m-from-scratch

Fontes

1 fonte
Hugging FacePrimárioVersão 15e0afe1d7b78224f79287372c4868baab29df15
huggingface.co/thesreedath/slm-125m-base/tree/15e0afe1d7b78224f79287372c4868baab29df15

Verificado 8 de ago.

Artefatos de modelo

1 artefato

model.safetensors

safetensors · 240 MB · SHA-256 cc31f3bff9c4…9359 · Hugging Face

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Trechos de fonte

3 trechos

--- license: other language: en tags: [legal, from-scratch, llama, small-language-model] --- # slm-125m-base A **125M-parameter Llama-style base language model**, pretrained **from scratch** on a legal/financial corpus (US case law + SEC filings + a web slice, ~2.19B tokens). - **Pretraining:** 10 epochs, 8xH100. **Held-out validation perplexity: 8.36**. - **This is a base COMPLETER, not a chat model.** Prompt it with the start of a sentence and it continues in the legal register. It speaks the register fluently but does not know facts (knowledge is capped at ~2 bits/param at this size). ```python from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("thesreedath/slm-125m-base") model = AutoModelForCausalLM.from_pretrained("thesreedath/slm-125m-base") ids = tok("The plaintiff alleges that the defendant", return_tensors="pt").input_ids print(tok.decode(model.generate(ids, max_new_tokens=60, do_sample=True, temperature=0.8, min_new_tokens=40)[0])) ``` Full pipeline + fine-tuning code: https://github.com/Vizuara-AI-Lab/slm-125m-from-scratch

Source context: 275 downloads · 1 likes · Repo thesreedath/slm-125m-base

Source context: 145 downloads · 1 likes · Repo thesreedath/slm-125m-base