UKP-SQUARE: An Online Platform for Question Answering Research

03/25/2022
by   Tim Baumgartner, et al.
2

Recent advances in NLP and information retrieval have given rise to a diverse set of question answering tasks that are of different formats (e.g., extractive, abstractive), require different model architectures (e.g., generative, discriminative), and setups (e.g., with or without retrieval). Despite having a large number of powerful, specialized QA pipelines (which we refer to as Skills) that consider a single domain, model or setup, there exists no framework where users can easily explore and compare such pipelines and can extend them according to their needs. To address this issue, we present UKP-SQUARE, an extensible online QA platform for researchers which allows users to query and analyze a large collection of modern Skills via a user-friendly web interface and integrated behavioural tests. In addition, QA researchers can develop, manage, and share their custom Skills using our microservices that support a wide range of models (Transformers, Adapters, ONNX), datastores and retrieval techniques (e.g., sparse and dense). UKP-SQUARE is available on https://square.ukp-lab.de.

READ FULL TEXT

page 1

page 2

page 14

research
05/31/2023

UKP-SQuARE: An Interactive Tool for Teaching Question Answering

The exponential growth of question answering (QA) has made it an indispe...
research
02/16/2020

Text-based Question Answering from Information Retrieval and Deep Neural Network Perspectives: A Survey

Text-based Question Answering (QA) is a challenging task which aims at f...
research
05/25/2022

Investigating Information Inconsistency in Multilingual Open-Domain Question Answering

Retrieval based open-domain QA systems use retrieved documents and answe...
research
07/05/2018

Sanity Check: A Strong Alignment and Information Retrieval Baseline for Question Answering

While increasingly complex approaches to question answering (QA) have be...
research
07/30/2020

NeuralQA: A Usable Library for Question Answering (Contextual Query Expansion + BERT) on Large Datasets

Existing tools for Question Answering (QA) have challenges that limit th...
research
05/22/2015

A survey of SMS based Information Systems

Short Message Service (SMS) based Information Systems (SMSbIS) provide a...

Please sign up or login with your details

Forgot password? Click here to reset