Papers with construction procedure
ParsFEVER: a Dataset for Farsi Fact Extraction and Verification (2021.starsem-1)
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Majid Zarharan, Mahsa Ghaderan, Amin Pourdabiri, Zahra Sayedi, Behrouz Minaei-Bidgoli, Sauleh Eetemadi, Mohammad Taher Pilehvar
| Challenge: | Existing methods for fact-checking and verification require large amounts of annotated data, but this is limited to low-resource languages. |
| Approach: | They present a first publicly available Farsi dataset for fact extraction and verification . they use the construction procedure of the standard English dataset for the task . |
| Outcome: | The proposed dataset improves on the standard English dataset and is available on github. |
Quantifying the Dialect Gap and its Correlates Across Languages (2023.findings-emnlp)
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| Challenge: | Historically, studies investigating minority variants of languages have been limited to a select few languages. |
| Approach: | They evaluate state-of-the-art large language models for regional dialects of several high- and low-resource languages and analyze how regional dialect gap is correlated with economic, social, and linguistic factors. |
| Outcome: | The proposed model is compared with two high-use applications and shows that it can solve the regional dialect gap. |
Developing a Dataset of Overridden Information in Wikipedia (2022.lrec-1)
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| Challenge: | Existing methods to detect information overridden by the Web are not accurate and require a user's perspective to make the decision. |
| Approach: | They propose a task to detect whether a reference sentence has overridden a target sentence by using sentence pairs from the difference between two versions of Wikipedia. |
| Outcome: | The proposed task is formalized as a binary classification problem to determine whether a reference sentence has overridden a target sentence. |