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pages/topics/question/README.md

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 # Question Answering
 
-## Implementácie
+Task definition:
+
+- Create a clone of SQuaD 2.0 in Slovak language
+- Setup annotation infrastructure
+- Perform and evaluate annotations
+- Consider using machine translation 
+- Train and evaluate Question Answering model
+
+## Tasks
+
+### Raw Data Preparation
+
+Input: Wikipedia
+
+Output: a set of paragraphs
+
+1. Obtaining and parsing of wikipedia dump
+1. Selecting feasible paragraphs
+
+Notes:
+
+- PageRank Causes bias to geography, random selection might be the best
+- [75 best articles](https://sk.wikipedia.org/wiki/Wikip%C3%A9dia:Zoznam_najlep%C5%A1%C3%ADch_%C4%8Dl%C3%A1nkov)
+- [167 good articles](https://sk.wikipedia.org/wiki/Wikip%C3%A9dia:Zoznam_dobr%C3%BDch_%C4%8Dl%C3%A1nkov)
+- [Wiki Facts](https://sk.wikipedia.org/wiki/Wikip%C3%A9dia:Zauj%C3%ADmavosti)
+
+### Question Annotation
+
+Input: A set of paragraphs
+
+Output: A question for each paragraph
+
+### Answer Annotation
+
+Input: A set of paragraphs and questions
+
+Output: An answer for each paragraph and question
+
+### Annotation Summary
+
+Annotation work summary
+
+Input: Database of annotations
+
+Output: Summary of work performed by each annotator
+
+### Annotation Manual
+
+Output: Recommendations for annotators
+
+### Question Answering Model
+
+Input: An annotated QA database
+
+Otput: An evaluated model for QA
+
+Traing the model with annotated data:
+
+- Selecting existing modelling approach
+- Evaluation set selection
+- Model evaluation
+- Supporting the annotation with the model (pre-selecting answers)
+
+### Supporting activities
+
+Output: More annotations
+
+Organizing voluntary student challenges to support the annotation process
+
+## Existing implementations
 
 - https://github.com/facebookresearch/DrQA
 - https://github.com/brmson/yodaqa
 - https://github.com/5hirish/adam_qas
 - https://github.com/WDAqua/Qanary - metodológia a implementácia QA
 
-## Bibliografia
+## Bibligraphy
 
 - Reading Wikipedia to Answer Open-Domain Questions, Danqi Chen, Adam Fisch, Jason Weston, Antoine Bordes
 Facebook Research
 - SQuAD: 100,000+ Questions for Machine Comprehension of Text https://arxiv.org/abs/1606.05250
 
-
+## Existing Datasets
-## Dáta
 
 - Squad TheStanfordQuestionAnsweringDataset(SQuAD)  (Rajpurkar  et  al.,  2016) 
 - WebQuestions
 - https://en.wikipedia.org/wiki/Freebase
-
-
-## Príprava dátovej množiny
-
-1. Získanie a parsovanie Wiki Dump
-2. Výber vhodných paragrafov (1. paragraf?)
-
-Zoznam 75 najlepších článkov https://sk.wikipedia.org/wiki/Wikip%C3%A9dia:Zoznam_najlep%C5%A1%C3%ADch_%C4%8Dl%C3%A1nkov
-Zoznam 167 dobrých článkov
-https://sk.wikipedia.org/wiki/Wikip%C3%A9dia:Zoznam_dobr%C3%BDch_%C4%8Dl%C3%A1nkov 
-Wikipedia: vedeli ste že? (facts) https://sk.wikipedia.org/wiki/Wikip%C3%A9dia:Zauj%C3%ADmavosti
-
-## Príprava crowdsourcing systému
-
-? Bootstrapping slovenského Spacy Modelu
-Deployment web aplikácie
-Setup anotačnej úlohy 1, 2, 3
-Databáza anotátorov pre evidenciu pracovných výstupov
-Príprava manuálu pre anotátorov
-
-Aplikácia pre vyhodnotenie výsledkov anotácie - kto anotoval koľko, koľko je anotované spolu
-
-### Anotácia
-
-Vytvorenie otázky k paragrafu
-Vyznačenie odpovede na otázku v paragrafe
-Vyznačenie pomenovaných entít?