[NEW]: Add dataset description
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README.md
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pretty_name: spiderology
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size_categories:
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- 1K<n<10K
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pretty_name: spiderology
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size_categories:
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- 1K<n<10K
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---
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## What is it?
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* Dataset for evaluation text-to-sql models based on <a href="https://yale-lily.github.io/spider">Spider dataset</a>.
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* It is divided into 32 groups **(testsets)** of samples. Each group checks some models ability.
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* For each group there is control group **(simplyset)** - the same samples, but without considering features.
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* This is very similar to A/B-testing technic.
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* All the simplified samples (from control group) are new.
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* Test samples contains:
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1. Examples extracted from Spider (not only from "dev", but also from "train" and "train_other") **Be careful,** if you use it for training!
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2. Examples extracted from Spider, but corrected from ambiguity and errors
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3. Manually created (new) examples
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## Structure
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### Folders and files
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* [\[all\]](/all) - the hole dataset in one place
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* ```all/testset_all.json``` - the samples with features from all testsets
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* ```all/simplyset_all.json``` - the samples without features from all testsets
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* ```all/spiderology.json``` - the samples with features from all testsets and simplysets
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* ```all/tables_all.json``` - the schemes of all tables required for requests
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* ```all/databases``` - the SQLite-databases for all requests in testsets and simplysets
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* [\[testsets\]](/testsets) - folder with testsets calledby their name
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* ```testsets/X/testset_X.json``` - the samples with feature X. Structure of samples is below
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* ```testsets/X/simplyset_X.json``` - the samples from testset without feature X. Structure of samples is the same
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* ```testsets/X/tables_X.json``` - the schemes of all tables for testset and simplyset
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* ```testsets/X/databases_X.json``` - the SQLite-databases for all requests in testsets and simplysets X
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* ```testsets/X/markup_X.json``` - the simplysets and testsets in one table (in the form convenient for comparing)
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* [\[experiments/predictions\]](/experiments/predictions) - folder with testsets calledby their name
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* ```/experiments/predictions/spiderology_with_predictions.json``` - all samples with predictions of two considering models
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### Structure of testsets and simplysets
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```
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{
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"id": Unique ID of sample
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"db_id": Name od database, corresponds to folder with DB in the databases_X
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"query": SQL-query
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"query_toks": Tokens of SQL-query
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"query_toks_no_value": Tokens of SQL-query, filter value replaced by token 'value'
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"question": Natural language question
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"question_toks": Tokens of natural language question
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"sql": Structured SQL-query (in Spider format
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"tags": List of tags (features an sub-characteristics)
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"source": Variant of sources (see below)
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"parents_id": None for samples in testset or ID of simplified sample for simplification
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"is_simplification": 'true' for simplifications, 'false' for other samples
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"simplifications_tags": None for samples from testset, list of named simplified features for simplyset,
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"predictions": Dictionary with SQL-queries predicted by models (exists only in the folder "experiments"),
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"evaluation": Results of exact_matching, execution and human evaluation (exists only in the folder "experiments")
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}
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```
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#### Sources
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* ```SIMPLIFIED``` = Simplification of samples
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* ```SPIDER_DEV``` = Samples from Spider test set ('dev')
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* ```SPIDER_TRAIN``` = Samples from Spider train set ('train')
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* ```SPIDER_TRAIN_OTHERS``` = Samples from Spider train set ('train_other')
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* ```ADDED``` = Created samples with features (not from Spider)
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## Test-set description
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Here: https://github.com/rology/spiderology?tab=readme-ov-file#test-set-description
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