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"It took months for the singer, songwriter and dancer FKA twigs to perfect “Mary Magdalene,” the(...TRUNCATED)
https://www.nytimes.com/video/arts/music/100000006794269/fka-twigs-mary-magdalene.html
"It took months for the singer, songwriter and dancer FKA twigs to perfect “Mary Magdalene,” the(...TRUNCATED)
"new video loaded:Diary of a Song: The Unexpected Inspiration Behind FKA twigs’ Most Complex Song\(...TRUNCATED)
"it took months for the singer, songwriter and dancer fka twigs to perfect “mary magdalene,” the(...TRUNCATED)
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0
How different groups voted
https://www.nytimes.com/interactive/2020/11/03/us/elections/ap-polls-south-dakota.html
How different groups voted
"South Dakota Voter Surveys: How Different Groups Voted\nUpdatedJune 1, 2021, 2:52 PM ET\nState Resu(...TRUNCATED)
"a look at how five key demographic groups voted, according to ap votecast.\n\ninteractive: how key (...TRUNCATED)
"Updated June 1, 2021, 2:52 PM ET\nDisabling auto-updates may improve reliability when using a scree(...TRUNCATED)
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["Copyright 2025 The Associated Press. All Rights Reserved.\nRepublican presidential nominee former (...TRUNCATED)
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"numbers, facts and trends shaping your world read our research on: full topic list read our researc(...TRUNCATED)
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1
See full results and maps from the California election.
https://www.nytimes.com/interactive/2020/11/03/us/elections/results-california-house-district-28.html
See full results and maps from the California election.
"Visit Our2024 Super TuesdayCoverage\nCalifornia Election Results: 28th Congressional District\nStat(...TRUNCATED)
"here is an interactive map showing nov. 5, 2024, general election results by california county.\n\n(...TRUNCATED)
"Disabling auto-updates may improve reliability when using a screen reader or keyboard to navigate.\(...TRUNCATED)
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"watch cbs news november 5, 2024 / 10:23 pm pst / cbs news california vice president kamala harris h(...TRUNCATED)
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2
"Demonstrators say changes recently made by Postmaster General Louis DeJoy, a major donor to Trump c(...TRUNCATED)
https://www.nytimes.com/video/us/politics/100000007290774/postmaster-general-protest.html
"Demonstrators say changes recently made by Postmaster General Louis DeJoy, a major donor to Trump c(...TRUNCATED)
"new video loaded:Protesters Gather Outside Postmaster General’s Home\ntranscript\nProtesters Gath(...TRUNCATED)
"demonstrators say changes recently made by postmaster general louis dejoy, a major donor to trump c(...TRUNCATED)
"new video loaded: Protesters Gather Outside Postmaster General’s Home\ntranscript\n[pots and pans(...TRUNCATED)
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["The USPS had been criticised for threatening the vote after reports of mailboxes and sorting machi(...TRUNCATED)
"profile sections local tv featured more from nbc follow nbc news news alerts there are no new alert(...TRUNCATED)
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3
Follow live coverage and analysis from Times reporters.
https://www.nytimes.com/interactive/2020/06/30/us/elections/live-analysis-colorado-oklahoma-utah-primaries.html
Follow live coverage and analysis from Times reporters.
"Live Analysis: June 30 Election Results\nUtah Governor Rep. Primary ›\nColo. Senate Dem. Primary (...TRUNCATED)
"how to follow the times’s election results and coverage\n\nwe will have live coverage and analysi(...TRUNCATED)
" Follow live coverage and analysis from Times reporters. \n Adam Nagourney July 6, 2020 \n Spence(...TRUNCATED)
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"long before the internet, the times bundled news with a wide range of other valuable information. t(...TRUNCATED)
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"politics jan 23 by erica r. hendry and associated press top stories politics jan 22 by lisa desjard(...TRUNCATED)
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"See the latest charts and maps of coronavirus cases, deaths and hospitalizations in Cheyenne County(...TRUNCATED)
https://www.nytimes.com/interactive/2021/us/cheyenne-colorado-covid-cases.html
"See the latest charts and maps of coronavirus cases, deaths and hospitalizations in Cheyenne County(...TRUNCATED)
"Covid-19Guidance\nCheyenne County, Colorado Covid Case and Risk Tracker\nThe New York TimesUpdatedM(...TRUNCATED)
"tracking coronavirus in colorado: latest map and case count\n\ntracking coronavirus in cheyenne cou(...TRUNCATED)
"Covid-19 Guidance\nThe New York TimesUpdated March 23, 2023\nSee more details ›\n3% of vaccinati(...TRUNCATED)
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"covid 19 guidance the new york timesupdated march 23, 2023 see more details › 3% of vaccinations (...TRUNCATED)
"how is cheyenne county faring against covid 19, both overall and at a state level? get the answers (...TRUNCATED)
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5
See full results and maps from the Texas election.
https://www.nytimes.com/interactive/2020/11/03/us/elections/results-texas-house-district-26.html
See full results and maps from the Texas election.
"Visit Our2024 Super TuesdayCoverage\nTexas Election Results: 26th Congressional District\nState Res(...TRUNCATED)
"live texas election results map | nov. 5 general election\n\nhere is an interactive map showing nov(...TRUNCATED)
"Disabling auto-updates may improve reliability when using a screen reader or keyboard to navigate.\(...TRUNCATED)
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["To continue, please click the box below to let us know you're not a robot.\nPlease make sure your (...TRUNCATED)
"full results of the 2024 elections for president, us senate, and us house of representatives in the(...TRUNCATED)
"usa today is bringing you all the live updates and election results you need as you head to the pol(...TRUNCATED)
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See full results and maps from the New York election.
https://www.nytimes.com/interactive/2020/11/03/us/elections/results-new-york-house-district-26.html
See full results and maps from the New York election.
"Visit Our2024 Super TuesdayCoverage\nNew York Election Results: 26th Congressional District\nState (...TRUNCATED)
"here is an interactive map showing nov. 5, 2024, general election results by new york county.\n\nvi(...TRUNCATED)
"Disabling auto-updates may improve reliability when using a screen reader or keyboard to navigate.\(...TRUNCATED)
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["To continue, please click the box below to let us know you're not a robot.\nPlease make sure your (...TRUNCATED)
"last updated dec. 12, 2024 president race called u.s. senate race called *incumbent key races all r(...TRUNCATED)
"watch cbs news by julie eich, ali bauman updated on: november 6, 2024 / 11:21 pm est / cbs new york(...TRUNCATED)
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8
"Remembering Kobe Bryant, Tom Seaver, David Stern, Don Shula, Lou Brock, Dana Zatopkova, Angela Mads(...TRUNCATED)
https://www.nytimes.com/interactive/2020/obituaries/notable-deaths-sports.html
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"Notable Deaths 2020: Sports\nRemembering Kobe Bryant, Tom Seaver, David Stern, Don Shula, Lou Brock(...TRUNCATED)
"remembering kobe bryant, tom seaver, david stern, don shula, lou brock, dana zatopkova, angela mads(...TRUNCATED)
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{"Common, Missing, Extra Lengths":[2,63,10],"common_entity":["david stern","tom seaver"],"divergence(...TRUNCATED)
{"Common, Missing, Extra Lengths":[7,106,137],"common_entity":["david stern","lou brock","angela mad(...TRUNCATED)
{"Common, Missing, Extra Lengths":[7,44,188],"common_entity":["david stern","lou brock","angela mads(...TRUNCATED)
{"Common, Missing, Extra Lengths":[4,61,15],"common_entity":["2","david stern","tom seaver","19"],"d(...TRUNCATED)
{"Common, Missing, Extra Lengths":[7,106,162],"common_entity":["david stern","lou brock","angela mad(...TRUNCATED)
{"Common, Missing, Extra Lengths":[7,44,214],"common_entity":["david stern","lou brock","angela mads(...TRUNCATED)
["Remembering Kobe Bryant, Tom Seaver, David Stern, Don Shula, Lou Brock, Dana Zatopkova, Angela Mad(...TRUNCATED)
"remembering kobe bryant, tom seaver, david stern, don shula, lou brock, dana zatopkova, angela mads(...TRUNCATED)
"william mcdonald is the obituaries editor of the new york times. among the notable figures who died(...TRUNCATED)
{"Common, Missing, Extra Lengths":[65,0,1],"common_entity":["96","first","63","eddie sutton","81","8(...TRUNCATED)
{"Common, Missing, Extra Lengths":[1,64,21],"common_entity":["first"],"divergence":0.676858225838382(...TRUNCATED)
9
See full results and maps from the North Dakota election.
https://www.nytimes.com/interactive/2020/11/03/us/elections/results-north-dakota-measure-2-reform-amendment-process.html
See full results and maps from the North Dakota election.
"Visit Our2024 Super TuesdayCoverage\nNorth Dakota Measure 2 Election Results: Reform Amendment Proc(...TRUNCATED)
"see our complete north dakota governor election results, including county by county maps and breakd(...TRUNCATED)
"Disabling auto-updates may improve reliability when using a screen reader or keyboard to navigate.\(...TRUNCATED)
{"Common, Missing, Extra Lengths":[3,93,16],"common_entity":["michael andre","today","democrats"],"d(...TRUNCATED)
{"Common, Missing, Extra Lengths":[8,67,39],"common_entity":["senate","andrew chavez","democrats","a(...TRUNCATED)
{"Common, Missing, Extra Lengths":[12,97,72],"common_entity":["new york times","nate cohn","annie da(...TRUNCATED)
{"Common, Missing, Extra Lengths":[9,87,69],"common_entity":["washington","senate","democrats","wisc(...TRUNCATED)
{"Common, Missing, Extra Lengths":[19,56,116],"common_entity":["2020","andrew chavez","democrats","a(...TRUNCATED)
{"Common, Missing, Extra Lengths":[27,82,162],"common_entity":["asmaa elkeurti","andrew chavez","wil(...TRUNCATED)
"see our complete north dakota governor election results, including county by county maps and breakd(...TRUNCATED)
{"Common, Missing, Extra Lengths":[2,29,23],"common_entity":["arizona","2020"],"divergence":0.586473(...TRUNCATED)
{"Common, Missing, Extra Lengths":[13,62,44],"common_entity":["arizona","senate","2020","jaymin pate(...TRUNCATED)
{"Common, Missing, Extra Lengths":[19,90,82],"common_entity":["biden","will houp","andrew chavez","a(...TRUNCATED)
{"Common, Missing, Extra Lengths":[9,22,80],"common_entity":["arizona","washington","2020","kamala h(...TRUNCATED)
{"Common, Missing, Extra Lengths":[18,57,114],"common_entity":["arizona","senate","washington","2020(...TRUNCATED)
{"Common, Missing, Extra Lengths":[25,84,156],"common_entity":["biden","will houp","andrew chavez","(...TRUNCATED)
["To continue, please click the box below to let us know you're not a robot.\nPlease make sure your (...TRUNCATED)
"usa today is bringing you all the live updates and election results you need as you head to the pol(...TRUNCATED)
"usa today is bringing you all the live updates and election results you need as you head to the pol(...TRUNCATED)
{"Common, Missing, Extra Lengths":[6,25,56],"common_entity":["california","wisconsin","2020","arizon(...TRUNCATED)
{"Common, Missing, Extra Lengths":[6,25,56],"common_entity":["california","wisconsin","2020","arizon(...TRUNCATED)
10

Dataset README

Overview

This dataset contains various processed text features extracted from articles and web retrieval systems. It includes human-generated content, web-retrieved content, and entity extraction results using different Named Entity Recognition (NER) models.

And the Web Ret 4 method is the best to lower ECD score:

Use abstract -> Query Google Use Human Story Fetched -> Ranked the sentences

Column Descriptions

  • abstract: The main abstract of the article, used as a query feature for web retrieval.
  • web_url: The URL of the original article.
  • lead_paragraph: The lead paragraph of the article.
  • Human_story_fetched: The human story extracted from the article.
  • human_story_p_tagged: NYT human story fetched using only the <p> tag (all paragraph tags).

Web Retrieval and Ranking Columns

web_ret_exp_1: Web retrieval and ranking based on query:

  1. Search on Google using the abstract feature → get the top 15 URLs.
  2. Extract all <p> tag content from each web page and concatenate them into a global list.
  3. Rank this global list, which contains sentences from all retrieved web pages, based on abstract using the sentence-transformers/all-MiniLM-L6-v2 model.
  4. Keep the top 30 ranked sentences in web_ret_exp_1.

web_ret_exp_2: Web retrieval and ranking based on query:

  1. Search on Google using the abstract feature → get the top 15 URLs.
  2. Extract all <p> tag content from each web page and rank sentences based on the query (abstract). Keep the top 20 sentences for each URL.
  3. Concatenate the ranked sentences into a global list.
  4. Rank the global list again based on the abstract using the sentence-transformers/all-MiniLM-L6-v2 model.
  5. Keep the top 30 ranked sentences in web_ret_exp_2.

web_ret_exp_4: Web retrieval and ranking based on query:

  1. Search on Google using the abstract feature → get the top 15 URLs.
  2. Extract all <p> tag content from each web page and concatenate them into a global list.
  3. Rank this global list, which contains sentences from all retrieved web pages, based on Human Story Fetched using the sentence-transformers/all-MiniLM-L6-v2 model.
  4. Keep the top 30 ranked sentences in web_ret_exp_1.

web_ret_exp_5: Web retrieval and ranking based on query:

  1. Search on Google using the abstract feature → get the top 15 URLs (But excluding the URL of the Human story in the dataset).
  2. Extract all <p> tag content from each web page and concatenate them into a global list.
  3. Rank this global list, which contains sentences from all retrieved web pages, based on Human Story Fetched using the sentence-transformers/all-MiniLM-L6-v2 model.
  4. Keep the top 30 ranked sentences in web_ret_exp_1.

Entity Dictionary Variants

All entity dictionary columns contain the following sub-features:

  • Common, Missing, Extra Lengths: A list representing the number of entities in common_entity, missing_entity, and extra_entity, respectively.
  • divergence: Measures the difference between human and web-retrieved entities.
  • common_entity: Entities found in both human and web-retrieved content.
  • missing_entity: Entities present in the human story but not in web-retrieved content.
  • extra_entity: Entities present in the web-retrieved content but not in the human story.

Entity Dictionary Naming Convention

Each entity dictionary column follows this format:

entity_dict_p_tagged_{ner_model}_{which_web_ret}

Where:

  • {ner_model} refers to the NER model used (e.g., stanza, spacy, gliner).
  • {which_web_ret} indicates whether web_ret_exp_1 or web_ret_exp_2 was used for comparison.

For example:

  • entity_dict_p_tagged_trimmed_stanza_exp_1 → Entity dictionary comparing human_story_p_tagged with web_ret_exp_1 using Stanza NER.
  • entity_dict_p_tagged_trimmed_spacy_exp_2 → Entity dictionary comparing human_story_p_tagged with web_ret_exp_2 using spaCy NER.

Important Notes

  • In every experiment:
    • The human story (human_story_p_tagged) is referred to as T1.
    • The web-retrieved content (web_ret_exp_1 or web_ret_exp_2 or web_ret_exp_4 or web_ret_exp_5) is referred to as T2.
  • Missing entities: Entities that are present in the human story but missing in web-retrieved content.
  • Extra entities: Entities that are present in web-retrieved content but not in the human story.

This dataset enables entity-based comparisons between human-written and web-retrieved content using multiple NER models, providing insights into entity divergence and retrieval quality.

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