Movie - RoBERTa - SQuAD Open - source Model - Free Deployment to Solve Various Movie

Movie Roberta Squad

Developed by thatdramebaazguy

A RoBERTa base model with domain-adaptive pretraining on movie corpora, fine-tuned for SQuAD QA tasks to answer movie-related questions.

Downloads 22

Release Time : 3/2/2022

Model Overview

This model is a domain-adapted version of RoBERTa base specifically for movie-related QA system tasks.

Movie domain adaptation

Domain-adaptive pretraining on movie corpora enhances performance for movie-related tasks.

QA system optimization

Model head structure adjusted specifically for SQuAD QA task optimization.

High performance

Achieves outstanding F1 scores of 65.54 and 89.28 on MoviesQA and SQuADv1 datasets respectively.

Movie domain Q&A

Text understanding

Natural language processing

Movie information retrieval

Movie plot Q&A

Answers questions about movie plots, characters, and details.

Achieves 65.54 F1 score on MoviesQA dataset

Movie review analysis

Analyzes key information and sentiment in movie reviews.

Property	Details
Language model	roberta - base
Language	English
Downstream - task	QA
Training Data	imdb, polarity movie data, cornell_movie_dialogue, 25mlens movie names, SQuADv1
Eval Data	MoviesQA (From https://github.com/ibm - aur - nlp/domain - specific - QA)
Infrastructure	1x Tesla v100
Code	See [example](https://github.com/adityaarunsinghal/Domain - Adaptation/blob/master/scripts/shell_scripts/train_movieR_just_squadv1.sh)

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