
# Overview
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).

# Files
- `data_dev_v2.json` is the development set of CREPE.
- `data_test_v2.json` is the test set of CREPE.

---

# Explanations of the CREPE dataset
There are 6 columns in the dataset, namely `goal`, `steps`, `event`, `event_answer`, `entity`, `entity_answer`.

- `goal` denotes the goal of a procedure.

- `steps` is a list containing all steps involved in a procedure.

- `event` is an event whose likelihood of happening change due to the events in steps.

- `event_answer` is the ground truth likelihood change. See below for glossary.

- `entity` is the entity that directly relates to the `event`. Its state change will have a direct impact on the likelihood of the `event`

- `entity_answer` is the ground truth entity state change. See below for glossary.

# Glossary
|Label|Literal Mearning|
|---|---|
| 0 | `event`/`entity state` is _less likely_ to happen comparing to the previous step. |
| 1 | `event`/`entity state` is _equally likely_ to happen comparing to the previous step. |
| 2 | `event`/`entity state` is _more likely_ to happen comparing to the previous step. |

---

# Demonstration

`goal`: Clean up kitchen counter

`steps`:
1. Wear rubber gloves.
2. Get towels and wipes.
3. Use wipes to wipe kitchen counter.
4. Use towels to clean kitchen counter.
5. Store the gloves.

`event`: The likelihood that "_My skin makes contact with things I touch_" after the execution of each step.

`ground truth answers`:

|Step Number|Label|Literal Mearning|
|--|------|-------|
|1|0 | "less likely" |
|2|1 | "equally likely" |
|3|1 | "equally likely" |
|4|1 | "equally likely" |
|5|2 | "more likely" |

`entity state`: _hands_ are _covered_

`ground truth answers`:

|Step Number|Label|Literal Mearning|
|--|------|-------|
|5|2 | "more likely" |
|2|1 | "equally likely" |
|3|1 | "equally likely" |
|4|1 | "equally likely" |
|1|0 | "less likely" |
language:en license:cc-by-4.0 arxiv:2301.10896 region:us
{"language": ["en"], "license": "cc-by-4.0"}
TAGS
#language-English #license-cc-by-4.0 #arxiv-2301.10896 #region-us 

Overview
========


This repository contains the dataset to the paper "Causal Reasoning of Entities and Events in Procedural Texts" and the dataset Causal Reasoning of Entities and Events in Procedural Texts (CREPE).


Files
=====


* 'data\_dev\_v2.json' is the development set of CREPE.
* 'data\_test\_v2.json' is the test set of CREPE.




---


Explanations of the CREPE dataset
=================================


There are 6 columns in the dataset, namely 'goal', 'steps', 'event', 'event\_answer', 'entity', 'entity\_answer'.


* 'goal' denotes the goal of a procedure.
* 'steps' is a list containing all steps involved in a procedure.
* 'event' is an event whose likelihood of happening change due to the events in steps.
* 'event\_answer' is the ground truth likelihood change. See below for glossary.
* 'entity' is the entity that directly relates to the 'event'. Its state change will have a direct impact on the likelihood of the 'event'
* 'entity\_answer' is the ground truth entity state change. See below for glossary.


Glossary
========





---


Demonstration
=============


'goal': Clean up kitchen counter


'steps':


1. Wear rubber gloves.
2. Get towels and wipes.
3. Use wipes to wipe kitchen counter.
4. Use towels to clean kitchen counter.
5. Store the gloves.


'event': The likelihood that "*My skin makes contact with things I touch*" after the execution of each step.


'ground truth answers':


Step Number: 1, Label: 0, Literal Mearning: "less likely"
Step Number: 2, Label: 1, Literal Mearning: "equally likely"
Step Number: 3, Label: 1, Literal Mearning: "equally likely"
Step Number: 4, Label: 1, Literal Mearning: "equally likely"
Step Number: 5, Label: 2, Literal Mearning: "more likely"


'entity state': *hands* are *covered*


'ground truth answers':


Step Number: 5, Label: 2, Literal Mearning: "more likely"
Step Number: 2, Label: 1, Literal Mearning: "equally likely"
Step Number: 3, Label: 1, Literal Mearning: "equally likely"
Step Number: 4, Label: 1, Literal Mearning: "equally likely"
Step Number: 1, Label: 0, Literal Mearning: "less likely"



TAGS
#language-English #license-cc-by-4.0 #arxiv-2301.10896 #region-us 
