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Dataset Summary
CQADupstack-gis-Fa is a Persian (Farsi) dataset developed for the Retrieval task, with a focus on duplicate question detection in community question-answering (CQA) platforms. This dataset is a translated version of the "GIS" (Geographic Information Systems) StackExchange subforum from the English CQADupstack collection and is part of the FaMTEB benchmark under the BEIR-Fa suite.
- Language(s): Persian (Farsi)
- Task(s): Retrieval (Duplicate Question Retrieval)
- Source: Translated from English using Google Translate
- Part of FaMTEB: Yes — under BEIR-Fa
Supported Tasks and Leaderboards
This dataset evaluates text embedding models on their ability to retrieve semantically equivalent or duplicate questions in the GIS domain. Results can be viewed on the Persian MTEB Leaderboard (filter by language: Persian).
Construction
The dataset was created by:
- Translating the "gis" subforum from the English CQADupstack dataset using the Google Translate API
- Preserving the CQA structure for evaluating duplicate retrieval tasks
According to the FaMTEB paper, the BEIR-Fa datasets underwent translation quality evaluation using:
- BM25 retrieval performance comparisons (English vs Persian)
- GEMBA-DA evaluation, leveraging LLMs for quality control
Data Splits
As per the FaMTEB paper (Table 5), all CQADupstack-Fa sub-datasets share a pooled evaluation set:
- Train: 0 samples
- Dev: 0 samples
- Test: 480,902 samples (aggregate)
The cqadupstack-gis-fa subset contains approximately 39.6k examples (user-provided figure). For more granular splits, consult the dataset provider or FaMTEB documentation.
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