The labels, on the whole, should ideally represent a reasonable consensus. The Stanford Question Answering Dataset (SQuAD), compiled by Rajpurkar et al., is the academic standard for question answer systems. The ground truth is the set of labels supplied by human experts and are inherently subjective, since the true intended meaning of each of the sentences can never be known with a total certainty.
The dataset that we use is provided by Quora. and Practice Our dataset consists of over 400,000 lines of potential question duplicate pairs. Human labeling is also considered a relatively 'noisy' process with its own degree of subjectivity. The task is a binary classification. 07/13/2020 ∙ by This repository contains some analysis about the Quora Question Pairs dataset, also how to construct train/dev/test set according to the raw official released dataset. 227767 07/14/2020 ∙ by On Hyperparameter Optimization of Machine Learning Algorithms: Theory
282584 07/16/2020 ∙ by Flower: A Friendly Federated Learning Research Framework Models are evaluated based on accuracy.I did some analysis about the dataset, and found some typos.The number of paraphrases is correct, but the number of none-paraphrases is wrong. Systems must identify whether one question is a duplicate of the other. This repository contains some analysis about the Quora Question Pairs dataset, also how to construct train/dev/test set accoring to the raw official released dataset.. It is the largest QA corpus to date containing more than 100,000 question-answer pairs from over 500 articles. We modeled the Quora question pairs dataset to identify a similar question. Currently, Quora uses a Random Forest model to identify duplicate questions.
A bout the problem — Quora has given an (almost) real-world dataset of question pairs, with the label of is_duplicate along with every question pair. Therefore, the ground truth labels in the dataset should be taken as 'informed' but not a 100% accurate. 364931All of these pairs are none-paraphrases. Quora is a place to gain and share knowledge|about anything. 07/30/2020 ∙ by Bayesian Optimization for Selecting Efficient Machine Learning Models The raw official released QQP dataset contains total 404301 pairs of questions on Quora. The objective was to minimize the logloss of predictions on duplicacy in the testing dataset.
Quora-Question-Pair-dataset-analysis-and-construction. Acknowledgements. The raw official released QQP dataset contains total 404301 pairs of questions on Quora. 12330 All the rest are considered as the train set. We are eager to see how diverse approaches fare on this problem. Use Git or checkout with SVN using the web URL. There are 11 pairs have wrong data format that do not split correctly witht "\t", all the wrong pairs ids are as follows:2332
This repository contains some analysis about the Quora Question Pairs dataset, also how to construct train/dev/test set according to the raw official released dataset. 07/28/2020 ∙ by After correct them, we accutually have 404301 - 11 = 404290 pairs of questions.Get the train/dev/test set according to the raw dataset. The dataset that we are releasing today will give anyone the opportunity to train and test models of semantic equivalence, based on actual Quora data. The goal of this competition is to predict which of the provided pairs of questions contain two questions with the same meaning.
We tried several methods and algorithms and different approach from previous works. GitHub is home to over 50 million developers working together to host and review code, manage projects, and build software together.
to demand at emergency departments It’s a platform to ask questions and connect with people who contribute unique in-sights and quality answers. License There are over 400,000 lines of potential question duplicate pairs. 65477 Rondom 5000 paraphrases and 5000 none-paraphrases for dev, same as the test set, so dev set and test set contain 10000 pairs of questions, respectively.
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Each line contains IDs for each question in the pair, the full text for each question, and a binary value that indicates whether the line truly contains a duplicate pair.
08/02/2020 ∙ by A unified machine learning approach to time series forecasting applied Quora Question Pairs @ Kaggle 2 1 Problem Description 1.1 Background Where else but Quora can a physicist help a chef with a math problem and get cook-ing tips in return? For more information on this dataset, check out Quora's first dataset release page.