| # WEC-Eng | |
| A large-scale dataset for cross-document event coreference extracted from English Wikipedia. </br> | |
| - **Repository (Code for generating WEC):** https://github.com/AlonEirew/extract-wec | |
| - **Paper:** https://aclanthology.org/2021.naacl-main.198/ | |
| ### Languages | |
| English | |
| ## Load Dataset | |
| You can read in WEC-Eng files as follows (using the **huggingface_hub** library): | |
| ```json | |
| from huggingface_hub import hf_hub_url, cached_download | |
| import json | |
| REPO_ID = "datasets/Intel/WEC-Eng" | |
| splits_files = ["Dev_Event_gold_mentions_validated.json", | |
| "Test_Event_gold_mentions_validated.json", | |
| "Train_Event_gold_mentions.json"] | |
| wec_eng = list() | |
| for split_file in splits_files: | |
| wec_eng.append(json.load(open(cached_download( | |
| hf_hub_url(REPO_ID, split_file)), "r"))) | |
| ``` | |
| ## Dataset Structure | |
| ### Data Splits | |
| - **Final version of the English CD event coreference dataset**<br> | |
| - Train - Train_Event_gold_mentions.json | |
| - Dev - Dev_Event_gold_mentions_validated.json | |
| - Test - Test_Event_gold_mentions_validated.json | |
| | | Train | Valid | Test | | |
| | ----- | ------ | ----- | ---- | | |
| | Clusters | 7,042 | 233 | 322 | | |
| | Event Mentions | 40,529 | 1250 | 1,893 | | |
| - **The non (within clusters) controlled version of the dataset (lexical diversity)**<br> | |
| - All (experimental) - All_Event_gold_mentions_unfiltered.json | |
| ### Data Instances | |
| ```json | |
| { | |
| "coref_chain": 2293469, | |
| "coref_link": "Family Values Tour 1998", | |
| "doc_id": "House of Pain", | |
| "mention_context": [ | |
| "From", | |
| "then", | |
| "on", | |
| ",", | |
| "the", | |
| "members", | |
| "continued", | |
| "their" | |
| ], | |
| "mention_head": "Tour", | |
| "mention_head_lemma": "Tour", | |
| "mention_head_pos": "PROPN", | |
| "mention_id": "108172", | |
| "mention_index": 1, | |
| "mention_ner": "UNK", | |
| "mention_type": 8, | |
| "predicted_coref_chain": null, | |
| "sent_id": 2, | |
| "tokens_number": [ | |
| 50, | |
| 51, | |
| 52, | |
| 53 | |
| ], | |
| "tokens_str": "Family Values Tour 1998", | |
| "topic_id": -1 | |
| } | |
| ``` | |
| ### Data Fields | |
| |Field|Value Type|Value| | |
| |---|:---:|---| | |
| |coref_chain|Numeric|Coreference chain/cluster ID| | |
| |coref_link|String|Coreference link wikipeida page/article title| | |
| |doc_id|String|Mention page/article title| | |
| |mention_context|List[String]|Tokenized mention paragraph (including mention)| | |
| |mention_head|String|Mention span head token| | |
| |mention_head_lemma|String|Mention span head token lemma| | |
| |mention_head_pos|String|Mention span head token POS| | |
| |mention_id|String|Mention id| | |
| |mention_index|Numeric|Mention index in json file| | |
| |mention_ner|String|Mention NER| | |
| |tokens_number|List[Numeric]|Mentions tokens ids within the context| | |
| |tokens_str|String|Mention span text| | |
| |topic_id|Ignore|Ignore| | |
| |mention_type|Ignore|Ignore| | |
| |predicted_coref_chain|Ignore|Ignore| | |
| |sent_id|Ignore|Ignore| | |
| ## License | |
| We provide the following data sets under a <a href="https://creativecommons.org/licenses/by-sa/3.0/deed.en_US">Creative Commons Attribution-ShareAlike 3.0 Unported License</a>. It is based on content extracted from Wikipedia that is licensed under the Creative Commons Attribution-ShareAlike 3.0 Unported License |