You can deploy this model and start earning money today!

kodetr/
hukum-indo-qa-v1

Name: hukum-indo-qa-v1
Availability: InStock

kodetr/hukum-indo-qa-v1

meta-llama/Llama-3.2-1B

finetune

mit

text-generation-inference

endpoints_compatible

Views

No views yet

Model Description

Konsultasi(Q&A) hukum di indonesia menggunakan ai

Developed by: Tanwir
Language : Indonesia

Data

Pengambilan data dilakukan dengan teknik scraping di website https://www.hukumonline.com, dari hasil scraping didapatkan data sebanyak 6.965

Training

Information Result Training

Evaluation (ROUGE)

ROUGE Base Model: {'rouge1': 0.010078955805785689, 'rouge2': 0.0010782076211080282, 'rougeL': 0.008359498894171894, 'rougeLsum': 0.008501491288108246}
ROUGE Finetuned Model: {'rouge1': 0.012345676185364394, 'rouge2': 0.0015236094542167386, 'rougeL': 0.010369116143308318, 'rougeLsum': 0.010345376512436985}

BERTSCORE

BERTScore Base Model - F1: 0.5445
BERTScore Finetuned Model - F1: 0.5520

Use with transformers

Pastikan untuk memperbarui instalasi transformer Anda melalui pip install --upgrade transformer.

python

import torch
from transformers import pipeline

model_id = "kodetr/hukum-indo-qa-v1"
pipe = pipeline(
    "text-generation",
    model=model_id,
    torch_dtype=torch.bfloat16,
    device_map="auto",
)

messages = [
    {"role": "system", "content": "Undang-undang yang sifatnya lex specialis untuk DPRD, apakah UU No.17 Tahun 2014 atau UU No.23 Tahun 2014?"},
    {"role": "user", "content": ""},
]
outputs = pipe(
    messages,
    max_new_tokens=256,
)
print(outputs[0]["generated_text"][-1])