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license: cc-by-4.0 |
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language: |
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- en |
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# Overview |
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This repository contains the dataset to the paper ["Causal Reasoning of Entities and Events in Procedural Texts" and the dataset **C**ausal **R**easoning of **E**ntities and **E**vents in **P**rocedural Texts (CREPE)](https://arxiv.org/pdf/2301.10896v2.pdf). |
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# Files |
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- `data_dev_v2.json` is the development set of CREPE. |
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- `data_test_v2.json` is the test set of CREPE. |
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# Explanations of the CREPE dataset |
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There are 6 columns in the dataset, namely `goal`, `steps`, `event`, `event_answer`, `entity`, `entity_answer`. |
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- `goal` denotes the goal of a procedure. |
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- `steps` is a list containing all steps involved in a procedure. |
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- `event` is an event whose likelihood of happening change due to the events in steps. |
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- `event_answer` is the ground truth likelihood change. See below for glossary. |
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- `entity` is the entity that directly relates to the `event`. Its state change will have a direct impact on the likelihood of the `event` |
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- `entity_answer` is the ground truth entity state change. See below for glossary. |
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# Glossary |
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|Label|Literal Mearning| |
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|---|---| |
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| 0 | `event`/`entity state` is _less likely_ to happen comparing to the previous step. | |
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| 1 | `event`/`entity state` is _equally likely_ to happen comparing to the previous step. | |
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| 2 | `event`/`entity state` is _more likely_ to happen comparing to the previous step. | |
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# Demonstration |
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`goal`: Clean up kitchen counter |
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`steps`: |
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1. Wear rubber gloves. |
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2. Get towels and wipes. |
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3. Use wipes to wipe kitchen counter. |
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4. Use towels to clean kitchen counter. |
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5. Store the gloves. |
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`event`: The likelihood that "_My skin makes contact with things I touch_" after the execution of each step. |
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`ground truth answers`: |
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|Step Number|Label|Literal Mearning| |
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|--|------|-------| |
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|1|0 | "less likely" | |
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|2|1 | "equally likely" | |
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|3|1 | "equally likely" | |
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|4|1 | "equally likely" | |
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|5|2 | "more likely" | |
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`entity state`: _hands_ are _covered_ |
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`ground truth answers`: |
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|Step Number|Label|Literal Mearning| |
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|--|------|-------| |
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|5|2 | "more likely" | |
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|2|1 | "equally likely" | |
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|3|1 | "equally likely" | |
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|4|1 | "equally likely" | |
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|1|0 | "less likely" | |
