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Natural Language Processing: An Approach to Assessing Named Entity Recognition

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4.85
58,473 Global Ratings
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Natural Language Processing: An Approach to Assessing Named Entity Recognition

4.85 58,473 Ratings
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Editor's Note:
One of the problems faced in Named Entity Recognition is the extraction of accurate information from texts helping humans in their everyday processes. One such information extraction process is the text revisions that occur in some domains such as education and law enforcement. These revisions take time to do and are prone to errors. This work aims to decide on a final revision using the best classifications of parallel revisions of the same text made by one or more revisers. An important step is the creation of a metric that helps in the choice of ratings and generates a concordance value that can be analyzed. A bibliographic study of existing metrics that can help in the creation of the new metric is also done.

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Identifier (ISBN) 161610797
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Bruno Torres Marques
The Mind Behind the Work
Bruno Torres Marques

Bruno Torres Marques is a writer and avid reader based in the Pacific Northwest. Before pursuing writing full-time, they spent over a decade working in education. When not working on their next book, Bruno Torres Marques can usually be found hiking with their dog or trying out new coffee shops in their neighborhood.

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Sandra Thomas
Sandra Thomas March 05, 2025
"Honestly one of the most premium reading experiences lately. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I am now a lifelong fan of this author."
Sandra Martinez
Sandra Martinez October 20, 2025
"Took a moment to build, but the payoff was spectacular. A brilliant concept executed with flair. Just a few pacing choices I would change. A very distinguished novel."
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Linda Mitchell
Linda Mitchell September 29, 2025
"Excellent, though slightly flawed. The protagonist was compelling, though some subplots felt slightly overshadowed. A wonderful companion for a quiet weekend."
George Rivera
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"Masterpiece from start to finish. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece."
Kevin Jackson
Kevin Jackson September 12, 2025
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Ashley Scott
Ashley Scott July 04, 2024
"Such a rich narrative. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece."
Andrew Carter
Andrew Carter September 11, 2024
"I thoroughly enjoyed the elegance of it. The protagonist was compelling, though some subplots felt slightly overshadowed. A wonderful companion for a quiet weekend."
Dorothy  Parker
Dorothy Parker April 03, 2025
"I was completely blown away. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I will undoubtedly revisit this masterpiece."
Betty Evans
Betty Evans November 16, 2025
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"Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I am now a lifelong fan of this author."
Donna Walker
Donna Walker October 13, 2024
"Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An effortless 5 stars."
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"Honestly one of the most premium reading experiences lately. The prose is exquisite. It’s accessible yet undeniably sophisticated. I am now a lifelong fan of this author."
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Laura Allen
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Matthew Turner
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"Absolutely brilliant. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. I am now a lifelong fan of this author."
Sarah Flores
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"A profoundly satisfying read. The prose is exquisite. It’s accessible yet undeniably sophisticated. An effortless 5 stars."
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Sandra Martinez
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Gary Gomez
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"Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading."
Elizabeth Carter
Elizabeth Carter June 06, 2024
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Barbara Perez
Barbara Perez September 18, 2024
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Paul Garcia
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Mark Baker
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Gary Flores
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"Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I am now a lifelong fan of this author."
George Green
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"I was completely blown away. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I am now a lifelong fan of this author."
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Donna Miller
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Charles Martin
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"Honestly one of the most premium reading experiences lately. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. A true literary gem."
Matthew Cruz
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"A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece."
Nicholas Hernandez
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"Absolutely brilliant. I became deeply invested in the protagonist's journey. A masterclass in storytelling. Worth every moment spent reading."
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"Took a moment to build, but the payoff was spectacular. The middle had a deliberate pace, but the climax was phenomenal. A very distinguished novel."
Nicholas Rivera
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"Absolutely brilliant. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An absolute must-read for connoisseurs of the genre."
Elizabeth  Davis
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"Such a rich narrative. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading."
Edward Phillips
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Kevin Jackson
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Sarah Diaz
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Christopher King
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"Honestly one of the most premium reading experiences lately. The author orchestrated a breathtaking finale. Truly a work of art. An effortless 5 stars."
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Betty Walker
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"Masterpiece from start to finish. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An absolute must-read for connoisseurs of the genre."
Jacob Jackson
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"A very strong entry. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. Quite impressive overall."
Kevin Walker
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Betty Martin
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"A very strong entry. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend."
Charles Robinson
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"Absolutely brilliant. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. Worth every moment spent reading."
Lisa Scott
Lisa Scott May 08, 2024
"Took a moment to build, but the payoff was spectacular. A brilliant concept executed with flair. Just a few pacing choices I would change. A very distinguished novel."
Steven Nelson
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"Absolutely brilliant. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. Worth every moment spent reading."
Donald Allen
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"I was completely blown away. The author orchestrated a breathtaking finale. Truly a work of art. A true literary gem."
Barbara Green
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"Took a moment to build, but the payoff was spectacular. It held my rapt attention, even when certain twists were telegraphed. Quite impressive overall."
Mark Anderson
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"I thoroughly enjoyed the elegance of it. The protagonist was compelling, though some subplots felt slightly overshadowed. A wonderful companion for a quiet weekend."
Nicholas Jones
Nicholas Jones February 21, 2024
"Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I will undoubtedly revisit this masterpiece."
Ryan Smith
Ryan Smith January 13, 2025
"Exceeded all my expectations. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I will undoubtedly revisit this masterpiece."
Lisa Jones
Lisa Jones November 16, 2025
"An acceptable diversion. It possessed moments of brilliance, but the narrative felt slightly disjointed ultimately. A fair 3 stars."
Jessica  Davis
Jessica Davis October 16, 2025
"Excellent, though slightly flawed. A brilliant concept executed with flair. Just a few pacing choices I would change. A very distinguished novel."
Eric Walker
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Sarah Flores
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"A profoundly satisfying read. I adored how the story unfolded. It kept me captivated without sacrificing elegance. A true literary gem."
Emily Scott
Emily Scott December 05, 2024
"I thoroughly enjoyed the elegance of it. It held my rapt attention, even when certain twists were telegraphed. A very distinguished novel."
Jennifer Wilson
Jennifer Wilson August 09, 2024
"I was completely blown away. The prose is exquisite. It’s accessible yet undeniably sophisticated. A true literary gem."
Emily Clark
Emily Clark October 24, 2025
"Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading."
William Turner
William Turner April 01, 2025
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Matthew Johnson
Matthew Johnson December 18, 2024
"A very strong entry. The middle had a deliberate pace, but the climax was phenomenal. Quite impressive overall."
Sarah Lee
Sarah Lee January 31, 2025
"Masterpiece from start to finish. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I am now a lifelong fan of this author."
Carol Collins
Carol Collins August 02, 2024
"An acceptable diversion. It verged on repetitive in the second act. A more concise edit would have served it well. A fair 3 stars."
Andrew Jones
Andrew Jones April 24, 2024
"Exceeded all my expectations. The author orchestrated a breathtaking finale. Truly a work of art. An effortless 5 stars."
Deborah Scott
Deborah Scott October 13, 2025
"Absolutely brilliant. The author orchestrated a breathtaking finale. Truly a work of art. A true literary gem."
Jessica Wilson
Jessica Wilson July 10, 2025
"Honestly one of the most premium reading experiences lately. The prose is exquisite. It’s accessible yet undeniably sophisticated. I am now a lifelong fan of this author."
Linda Hernandez
Linda Hernandez March 08, 2024
"Excellent, though slightly flawed. The middle had a deliberate pace, but the climax was phenomenal. A very distinguished novel."
Nicholas Phillips
Nicholas Phillips February 09, 2024
"A very strong entry. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend."
Andrew Turner
Andrew Turner March 19, 2024
"Took a moment to build, but the payoff was spectacular. The middle had a deliberate pace, but the climax was phenomenal. I would highly recommend this to discerning readers."
Dorothy Jones
Dorothy Jones August 04, 2025
"Absolutely brilliant. The prose is exquisite. It’s accessible yet undeniably sophisticated. An effortless 5 stars."
Andrew White
Andrew White May 29, 2024
"Such a rich narrative. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. I am now a lifelong fan of this author."
Ryan Collins
Ryan Collins April 19, 2025
"Masterpiece from start to finish. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece."
Andrew Johnson
Andrew Johnson August 24, 2024
"A decent, if standard, experience. The tempo was somewhat languid, and I found my mind wandering. Not poor, simply average. Perhaps more aligned with a different audience's tastes."
Sharon Taylor
Sharon Taylor October 16, 2025
"Honestly one of the most premium reading experiences lately. I became deeply invested in the protagonist's journey. A masterclass in storytelling. A true literary gem."
Brian Walker
Brian Walker May 21, 2024
"A profoundly satisfying read. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I am now a lifelong fan of this author."
Susan Johnson
Susan Johnson December 04, 2024
"Honestly one of the most premium reading experiences lately. I became deeply invested in the protagonist's journey. A masterclass in storytelling. Worth every moment spent reading."
Betty Allen
Betty Allen September 04, 2025
"Masterpiece from start to finish. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An effortless 5 stars."
James Cruz
James Cruz August 25, 2025
"A highly sophisticated read. The middle had a deliberate pace, but the climax was phenomenal. I would highly recommend this to discerning readers."
Gary Harris
Gary Harris May 03, 2025
"Took a moment to build, but the payoff was spectacular. It held my rapt attention, even when certain twists were telegraphed. A wonderful companion for a quiet weekend."
Betty Walker
Betty Walker March 31, 2024
"A profoundly satisfying read. The prose is exquisite. It’s accessible yet undeniably sophisticated. An effortless 5 stars."
Ryan Collins
Ryan Collins August 29, 2024
"I was completely blown away. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An effortless 5 stars."
Richard Taylor
Richard Taylor December 25, 2025
"A highly sophisticated read. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. Quite impressive overall."
Michael Lopez
Michael Lopez July 30, 2024
"Honestly one of the most premium reading experiences lately. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. A true literary gem."
Joseph Gonzalez
Joseph Gonzalez May 25, 2024
"Exceeded all my expectations. The author orchestrated a breathtaking finale. Truly a work of art. Worth every moment spent reading."
Carol Lewis
Carol Lewis March 23, 2025
"Exceeded all my expectations. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading."
Dorothy  Parker
Dorothy Parker May 15, 2025
"A highly sophisticated read. A brilliant concept executed with flair. Just a few pacing choices I would change. A wonderful companion for a quiet weekend."
Michael Flores
Michael Flores November 16, 2024
"An acceptable diversion. Certain acts were fascinating, while others felt like a slight endeavor to complete. A fair 3 stars."
George Rivera
George Rivera December 15, 2024
"Such a rich narrative. The author orchestrated a breathtaking finale. Truly a work of art. A true literary gem."
Charles Martin
Charles Martin February 18, 2025
"Masterpiece from start to finish. I became deeply invested in the protagonist's journey. A masterclass in storytelling. I will undoubtedly revisit this masterpiece."
Ashley Brown
Ashley Brown July 23, 2024
"I thoroughly enjoyed the elegance of it. A brilliant concept executed with flair. Just a few pacing choices I would change. Quite impressive overall."
Ashley Martinez
Ashley Martinez December 19, 2024
"Excellent, though slightly flawed. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. I would highly recommend this to discerning readers."
George Collins
George Collins April 28, 2025
"Honestly one of the most premium reading experiences lately. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. I will undoubtedly revisit this masterpiece."
Mark Thompson
Mark Thompson July 15, 2025
"A profoundly satisfying read. The prose is exquisite. It’s accessible yet undeniably sophisticated. A true literary gem."
Laura Young
Laura Young June 05, 2024
"Absolutely brilliant. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. I will undoubtedly revisit this masterpiece."
Daniel Scott
Daniel Scott October 25, 2024
"Excellent, though slightly flawed. The protagonist was compelling, though some subplots felt slightly overshadowed. A solid 4 stars from me."
Elizabeth Hernandez
Elizabeth Hernandez December 28, 2025
"I thoroughly enjoyed the elegance of it. It held my rapt attention, even when certain twists were telegraphed. A solid 4 stars from me."
George Hernandez
George Hernandez December 21, 2024
"Honestly one of the most premium reading experiences lately. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An effortless 5 stars."
Robert White
Robert White June 22, 2025
"Such a rich narrative. The prose is exquisite. It’s accessible yet undeniably sophisticated. Worth every moment spent reading."
Jessica Roberts
Jessica Roberts April 09, 2024
"Exceeded all my expectations. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. I am now a lifelong fan of this author."
Mary Green
Mary Green November 04, 2025
"Not entirely to my refined tastes. Certain acts were fascinating, while others felt like a slight endeavor to complete. A fair 3 stars."
Ryan Smith
Ryan Smith September 27, 2024
"Honestly one of the most premium reading experiences lately. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An absolute must-read for connoisseurs of the genre."
Emily Lewis
Emily Lewis September 07, 2024
"Took a moment to build, but the payoff was spectacular. The protagonist was compelling, though some subplots felt slightly overshadowed. A solid 4 stars from me."
Charles Phillips
Charles Phillips April 10, 2024
"I thoroughly enjoyed the elegance of it. The middle had a deliberate pace, but the climax was phenomenal. A solid 4 stars from me."
Ryan Anderson
Ryan Anderson April 05, 2024
"A highly sophisticated read. It held my rapt attention, even when certain twists were telegraphed. I would highly recommend this to discerning readers."
Gary Hall
Gary Hall December 17, 2024
"A profoundly satisfying read. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An absolute must-read for connoisseurs of the genre."
Matthew Edwards
Matthew Edwards February 19, 2025
"A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. I am now a lifelong fan of this author."
Mark Scott
Mark Scott March 18, 2024
"A very strong entry. The protagonist was compelling, though some subplots felt slightly overshadowed. I would highly recommend this to discerning readers."
Deborah Gomez
Deborah Gomez February 14, 2024
"A highly sophisticated read. A brilliant concept executed with flair. Just a few pacing choices I would change. I would highly recommend this to discerning readers."
David Campbell
David Campbell August 28, 2025
"I was completely blown away. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading."
Emily Jackson
Emily Jackson August 14, 2024
"Absolutely brilliant. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece."
Sarah Diaz
Sarah Diaz June 15, 2024
"Honestly one of the most premium reading experiences lately. The author orchestrated a breathtaking finale. Truly a work of art. An effortless 5 stars."
Edward Campbell
Edward Campbell June 22, 2025
"I thoroughly enjoyed the elegance of it. It held my rapt attention, even when certain twists were telegraphed. I would highly recommend this to discerning readers."
Nicholas Lopez
Nicholas Lopez April 30, 2025
"Such a rich narrative. The prose is exquisite. It’s accessible yet undeniably sophisticated. Worth every moment spent reading."
Steven Turner
Steven Turner October 08, 2025
"An acceptable diversion. The prose was competent, yet the characters lacked the depth I usually seek. Perhaps more aligned with a different audience's tastes."
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