AventIQ-AI / Question-Answers-Roberta-Model

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Total runs: 12
24-hour runs: 0
7-day runs: 3
30-day runs: 11
Model's Last Updated: July 11 2025

Introduction of Question-Answers-Roberta-Model

Model Details of Question-Answers-Roberta-Model

📝 Question Answers Roberta Model

This repository demonstrates how to fine-tune and quantize the deepset/roberta-base-squad2 model for Question Answering using a sample dataset from Hugging Face Hub.


🚀 Model Overview
  • Base Model: deepset/roberta-base-squad2
  • Task: Extractive Question Answering
  • Precision: Supports FP32, FP16 (half-precision), and INT8 (quantized)
  • Dataset: squad — Stanford Question Answering Dataset (Hugging Face Datasets)

📦 Dataset Used

We use the squad dataset from Hugging Face:

pip install datasets

Dataset

from datasets import load_dataset

dataset = load_dataset("squad")

Load Model & Tokenizer:


from transformers import AutoModelForQuestionAnswering, AutoTokenizer, TrainingArguments, Trainer
from datasets import load_dataset

model = AutoModelForQuestionAnswering.from_pretrained("deepset/roberta-base-squad2")
tokenizer = AutoTokenizer.from_pretrained("deepset/roberta-base-squad2")
dataset = load_dataset("squad")

✅ Results

Feature Benefit FP16 Fine-Tuning - Faster Training + Lower Memory INT8 Quantization - Smaller Model + Fast Inference Dataset - Stanford QA Dataset (SQuAD)

Runs of AventIQ-AI Question-Answers-Roberta-Model on huggingface.co

12
Total runs
0
24-hour runs
1
3-day runs
3
7-day runs
11
30-day runs

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Question-Answers-Roberta-Model huggingface.co is an AI model on huggingface.co that provides Question-Answers-Roberta-Model's model effect (), which can be used instantly with this AventIQ-AI Question-Answers-Roberta-Model model. huggingface.co supports a free trial of the Question-Answers-Roberta-Model model, and also provides paid use of the Question-Answers-Roberta-Model. Support call Question-Answers-Roberta-Model model through api, including Node.js, Python, http.

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Question-Answers-Roberta-Model is an open source model from GitHub that offers a free installation service, and any user can find Question-Answers-Roberta-Model on GitHub to install. At the same time, huggingface.co provides the effect of Question-Answers-Roberta-Model install, users can directly use Question-Answers-Roberta-Model installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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