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Introduction to Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
published: 30 Jul 2017
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GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge (Research Paper Walkthrough)
#bert #wsd #wordnet
This research uses BERT for Word Sense Disambiguation use case in NLP by modeling the entire problem as sentence classification task using the Gloss knowledge. They show state-of-art results on benchmark datasets.
⏩ Abstract: Word Sense Disambiguation (WSD) aims to find the exact sense of an ambiguous word in a particular context. Traditional supervised methods rarely take into consideration the lexical resources like WordNet, which are widely utilized in knowledge-based methods. Recent studies have shown the effectiveness of incorporating gloss (sense definition) into neural networks for WSD. However, compared with traditional word expert supervised methods, they have not achieved much improvement. In this paper, we focus on how to better leverage gloss knowledge in a...
published: 07 Apr 2021
-
Laminar Flow DISAMBIGUATION
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
published: 14 Feb 2019
-
Topic Modeling and Word Sense Disambiguation on the ...
"Topic Modeling and Word Sense Disambiguation on the Ancora corpus
".Rubén Izquierdo, Marten Postma, Piek Vossen
published: 22 Dec 2015
-
Arthur Windsor (disambiguation)
Arthur Windsor (1832–1913) was an Australian journalist.
Arthur Windsor may also refer to:
Prince Arthur, Duke of Connaught and Strathearn (1850–1942), third son of Queen Victoria of the United Kingdom
Prince Arthur of Connaught (1883–1938), the only son of the above Prince Arthur
Source: https://en.wikipedia.org/wiki/Arthur_Windsor_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
published: 26 Dec 2021
-
Silver Brumby (disambiguation)
Silver Brumby is a collection of children's fiction books by Elyne Mitchell.
Silver Brumby may also refer to:
The Silver Brumby (novel), the 1958 first novel in the series
The Silver Brumby (film), a 1993 Australian film based on the books
The Silver Brumby (TV series), a 1994–1998 Australian animated series based on the books
Source: https://en.wikipedia.org/wiki/Silver_Brumby_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
published: 27 Apr 2021
-
GCSE (disambiguation)
GCSE is the initialism of General Certificate of Secondary Education.
GCSE can also refer to:Global common subexpression elimination, an optimization technique used by some compilers. - "Ghetto Children Sex Education", a single released by UK hip-hop artist Blak Twang. - Grand Cross of the Saxe-Ernestine House Order, a historical German Ducal award. - Grand Cross of the Military Order of Saint James of the Sword, a Portuguese order of chilvary.
Source: https://en.wikipedia.org/wiki/GCSE_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
published: 20 Aug 2022
-
The Brain's Challenge: Disambiguation
This is a special edit derived from elements of the "Brain's Challenge"
chapter of Children of the Code. It contains the essence of the "Brain's Challenge" YouTube Playlist except for "Paradigm Inertia".
"we can no longer assume that what we think children should learn is more important than how well they can learn"
Learning Stewards
http://www.learningstewards.org
published: 06 Apr 2012
-
The Family Upstairs (disambiguation)
The Family Upstairs is a 1926 American silent comedy film.
The Family Upstairs may also refer to:
The Dingbat Family, also known as The Family Upstairs, an American comic strip 1910–1916
The Family Upstairs, a 1974 children's book by Janet McNeill
The Family Upstairs, a 2019 novel by Lisa Jewell
Source: https://en.wikipedia.org/wiki/The_Family_Upstairs_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
published: 14 Aug 2021
-
Hollander (disambiguation)
Hollander is a surname.
Hollander may also refer to:Hollander beater, a paper pulp machine - Dutch rabbit - A breed of domestic pigeon - A brand of infant and child nutrition in New Zealand.
Source: https://en.wikipedia.org/wiki/Hollander_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
published: 15 Sep 2022
2:21
Introduction to Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
https://wn.com/Introduction_To_Disambiguation
Introduction to "Disambiguation". From "The Brain's Challenge" chapter of the Children of the Code Project.
- published: 30 Jul 2017
- views: 712
11:18
GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge (Research Paper Walkthrough)
#bert #wsd #wordnet
This research uses BERT for Word Sense Disambiguation use case in NLP by modeling the entire problem as sentence classification task using t...
#bert #wsd #wordnet
This research uses BERT for Word Sense Disambiguation use case in NLP by modeling the entire problem as sentence classification task using the Gloss knowledge. They show state-of-art results on benchmark datasets.
⏩ Abstract: Word Sense Disambiguation (WSD) aims to find the exact sense of an ambiguous word in a particular context. Traditional supervised methods rarely take into consideration the lexical resources like WordNet, which are widely utilized in knowledge-based methods. Recent studies have shown the effectiveness of incorporating gloss (sense definition) into neural networks for WSD. However, compared with traditional word expert supervised methods, they have not achieved much improvement. In this paper, we focus on how to better leverage gloss knowledge in a supervised neural WSD system. We construct context-gloss pairs and propose three BERT-based models for WSD. We fine-tune the pre-trained BERT model on SemCor3.0 training corpus and the experimental results on several English all-words WSD benchmark datasets show that our approach outperforms the state-of-the-art systems.
Please feel free to share out the content and subscribe to my channel :)
⏩ Subscribe - https://youtube.com/channel/UCoz8NrwgL7U9535VNc0mRPA?sub_confirmation=1
⏩ OUTLINE:
0:00 - Abstract
01:46 - Task Definition
02:11 - Data Collection approach
02:30 - WordNet Overview
03:35 - Sentence construction method table overview
05:27 - BERT(Token-CLS)
06:41 - GlossBERT
07:52 - Context-Gloss Pair with Weak Supervision
08:55 - GlossBERT(Token-CLS)
09:20 - GlossBERT(Sent-CLS)
09:44 - GlossBERT(Sent-CLS-WS)
10:09 - Results
⏩ Paper Title: GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge
⏩ Paper: https://arxiv.org/abs/1908.07245v4
⏩ Code: https://github.com/HSLCY/GlossBERT
⏩ Author: Luyao Huang, Chi Sun, Xipeng Qiu, Xuanjing Huang
⏩ Organisation: Fudan University
⏩ IMPORTANT LINKS
Full Playlist on BERT usecases in NLP: https://www.youtube.com/watch?v=kC5kP1dPAzc&list;=PLsAqq9lZFOtV8jYq3JlkqPQUN5QxcWq0f
Full Playlist on Text Data Augmentation Techniques: https://www.youtube.com/watch?v=9O9scQb4sNo&list;=PLsAqq9lZFOtUg63g_95OuV-R2GhV1UiIZ
Full Playlist on Text Summarization: https://www.youtube.com/watch?v=kC5kP1dPAzc&list;=PLsAqq9lZFOtV8jYq3JlkqPQUN5QxcWq0f
Full Playlist on Machine Learning with Graphs: https://www.youtube.com/watch?v=-uJL_ANy1jc&list;=PLsAqq9lZFOtU7tT6mDXX_fhv1R1-jGiYf
Full Playlist on Evaluating NLG Systems: https://www.youtube.com/watch?v=-CIlz-5um7U&list;=PLsAqq9lZFOtXlzg5RNyV00ueE89PwnCbu
*********************************************
If you want to support me financially which totally optional and voluntary :) ❤️
You can consider buying me chai ( because i don't drink coffee :) ) at https://www.buymeacoffee.com/TechvizCoffee
*********************************************
⏩ Youtube - https://www.youtube.com/c/TechVizTheDataScienceGuy
⏩ Blog - https://prakhartechviz.blogspot.com
⏩ LinkedIn - https://linkedin.com/in/prakhar21
⏩ Medium - https://medium.com/@prakhar.mishra
⏩ GitHub - https://github.com/prakhar21
⏩ Twitter - https://twitter.com/rattller
*********************************************
Please feel free to share out the content and subscribe to my channel :)
⏩ Subscribe - https://youtube.com/channel/UCoz8NrwgL7U9535VNc0mRPA?sub_confirmation=1
Tools I use for making videos :)
⏩ iPad - https://tinyurl.com/y39p6pwc
⏩ Apple Pencil - https://tinyurl.com/y5rk8txn
⏩ GoodNotes - https://tinyurl.com/y627cfsa
#techviz #datascienceguy #ai #researchpaper #naturallanguageprocessing #bart
https://wn.com/Glossbert_Bert_For_Word_Sense_Disambiguation_With_Gloss_Knowledge_(Research_Paper_Walkthrough)
#bert #wsd #wordnet
This research uses BERT for Word Sense Disambiguation use case in NLP by modeling the entire problem as sentence classification task using the Gloss knowledge. They show state-of-art results on benchmark datasets.
⏩ Abstract: Word Sense Disambiguation (WSD) aims to find the exact sense of an ambiguous word in a particular context. Traditional supervised methods rarely take into consideration the lexical resources like WordNet, which are widely utilized in knowledge-based methods. Recent studies have shown the effectiveness of incorporating gloss (sense definition) into neural networks for WSD. However, compared with traditional word expert supervised methods, they have not achieved much improvement. In this paper, we focus on how to better leverage gloss knowledge in a supervised neural WSD system. We construct context-gloss pairs and propose three BERT-based models for WSD. We fine-tune the pre-trained BERT model on SemCor3.0 training corpus and the experimental results on several English all-words WSD benchmark datasets show that our approach outperforms the state-of-the-art systems.
Please feel free to share out the content and subscribe to my channel :)
⏩ Subscribe - https://youtube.com/channel/UCoz8NrwgL7U9535VNc0mRPA?sub_confirmation=1
⏩ OUTLINE:
0:00 - Abstract
01:46 - Task Definition
02:11 - Data Collection approach
02:30 - WordNet Overview
03:35 - Sentence construction method table overview
05:27 - BERT(Token-CLS)
06:41 - GlossBERT
07:52 - Context-Gloss Pair with Weak Supervision
08:55 - GlossBERT(Token-CLS)
09:20 - GlossBERT(Sent-CLS)
09:44 - GlossBERT(Sent-CLS-WS)
10:09 - Results
⏩ Paper Title: GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge
⏩ Paper: https://arxiv.org/abs/1908.07245v4
⏩ Code: https://github.com/HSLCY/GlossBERT
⏩ Author: Luyao Huang, Chi Sun, Xipeng Qiu, Xuanjing Huang
⏩ Organisation: Fudan University
⏩ IMPORTANT LINKS
Full Playlist on BERT usecases in NLP: https://www.youtube.com/watch?v=kC5kP1dPAzc&list;=PLsAqq9lZFOtV8jYq3JlkqPQUN5QxcWq0f
Full Playlist on Text Data Augmentation Techniques: https://www.youtube.com/watch?v=9O9scQb4sNo&list;=PLsAqq9lZFOtUg63g_95OuV-R2GhV1UiIZ
Full Playlist on Text Summarization: https://www.youtube.com/watch?v=kC5kP1dPAzc&list;=PLsAqq9lZFOtV8jYq3JlkqPQUN5QxcWq0f
Full Playlist on Machine Learning with Graphs: https://www.youtube.com/watch?v=-uJL_ANy1jc&list;=PLsAqq9lZFOtU7tT6mDXX_fhv1R1-jGiYf
Full Playlist on Evaluating NLG Systems: https://www.youtube.com/watch?v=-CIlz-5um7U&list;=PLsAqq9lZFOtXlzg5RNyV00ueE89PwnCbu
*********************************************
If you want to support me financially which totally optional and voluntary :) ❤️
You can consider buying me chai ( because i don't drink coffee :) ) at https://www.buymeacoffee.com/TechvizCoffee
*********************************************
⏩ Youtube - https://www.youtube.com/c/TechVizTheDataScienceGuy
⏩ Blog - https://prakhartechviz.blogspot.com
⏩ LinkedIn - https://linkedin.com/in/prakhar21
⏩ Medium - https://medium.com/@prakhar.mishra
⏩ GitHub - https://github.com/prakhar21
⏩ Twitter - https://twitter.com/rattller
*********************************************
Please feel free to share out the content and subscribe to my channel :)
⏩ Subscribe - https://youtube.com/channel/UCoz8NrwgL7U9535VNc0mRPA?sub_confirmation=1
Tools I use for making videos :)
⏩ iPad - https://tinyurl.com/y39p6pwc
⏩ Apple Pencil - https://tinyurl.com/y5rk8txn
⏩ GoodNotes - https://tinyurl.com/y627cfsa
#techviz #datascienceguy #ai #researchpaper #naturallanguageprocessing #bart
- published: 07 Apr 2021
- views: 2118
9:18
Laminar Flow DISAMBIGUATION
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisill...
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
https://wn.com/Laminar_Flow_Disambiguation
Captain Disillusion gets his hands wet with some experiments, and lets you watch.
Please consider supporting my videos on: http://www.patreon.com/CaptainDisillusion
- published: 14 Feb 2019
- views: 9903281
29:06
Topic Modeling and Word Sense Disambiguation on the ...
"Topic Modeling and Word Sense Disambiguation on the Ancora corpus
".Rubén Izquierdo, Marten Postma, Piek Vossen
"Topic Modeling and Word Sense Disambiguation on the Ancora corpus
".Rubén Izquierdo, Marten Postma, Piek Vossen
https://wn.com/Topic_Modeling_And_Word_Sense_Disambiguation_On_The_...
"Topic Modeling and Word Sense Disambiguation on the Ancora corpus
".Rubén Izquierdo, Marten Postma, Piek Vossen
- published: 22 Dec 2015
- views: 366
0:29
Arthur Windsor (disambiguation)
Arthur Windsor (1832–1913) was an Australian journalist.
Arthur Windsor may also refer to:
Prince Arthur, Duke of Connaught and Strathearn (1850–1942), third s...
Arthur Windsor (1832–1913) was an Australian journalist.
Arthur Windsor may also refer to:
Prince Arthur, Duke of Connaught and Strathearn (1850–1942), third son of Queen Victoria of the United Kingdom
Prince Arthur of Connaught (1883–1938), the only son of the above Prince Arthur
Source: https://en.wikipedia.org/wiki/Arthur_Windsor_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
https://wn.com/Arthur_Windsor_(Disambiguation)
Arthur Windsor (1832–1913) was an Australian journalist.
Arthur Windsor may also refer to:
Prince Arthur, Duke of Connaught and Strathearn (1850–1942), third son of Queen Victoria of the United Kingdom
Prince Arthur of Connaught (1883–1938), the only son of the above Prince Arthur
Source: https://en.wikipedia.org/wiki/Arthur_Windsor_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
- published: 26 Dec 2021
- views: 4
0:33
Silver Brumby (disambiguation)
Silver Brumby is a collection of children's fiction books by Elyne Mitchell.
Silver Brumby may also refer to:
The Silver Brumby (novel), the 1958 first novel i...
Silver Brumby is a collection of children's fiction books by Elyne Mitchell.
Silver Brumby may also refer to:
The Silver Brumby (novel), the 1958 first novel in the series
The Silver Brumby (film), a 1993 Australian film based on the books
The Silver Brumby (TV series), a 1994–1998 Australian animated series based on the books
Source: https://en.wikipedia.org/wiki/Silver_Brumby_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
https://wn.com/Silver_Brumby_(Disambiguation)
Silver Brumby is a collection of children's fiction books by Elyne Mitchell.
Silver Brumby may also refer to:
The Silver Brumby (novel), the 1958 first novel in the series
The Silver Brumby (film), a 1993 Australian film based on the books
The Silver Brumby (TV series), a 1994–1998 Australian animated series based on the books
Source: https://en.wikipedia.org/wiki/Silver_Brumby_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
- published: 27 Apr 2021
- views: 0
0:29
GCSE (disambiguation)
GCSE is the initialism of General Certificate of Secondary Education.
GCSE can also refer to:Global common subexpression elimination, an optimization technique ...
GCSE is the initialism of General Certificate of Secondary Education.
GCSE can also refer to:Global common subexpression elimination, an optimization technique used by some compilers. - "Ghetto Children Sex Education", a single released by UK hip-hop artist Blak Twang. - Grand Cross of the Saxe-Ernestine House Order, a historical German Ducal award. - Grand Cross of the Military Order of Saint James of the Sword, a Portuguese order of chilvary.
Source: https://en.wikipedia.org/wiki/GCSE_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
https://wn.com/Gcse_(Disambiguation)
GCSE is the initialism of General Certificate of Secondary Education.
GCSE can also refer to:Global common subexpression elimination, an optimization technique used by some compilers. - "Ghetto Children Sex Education", a single released by UK hip-hop artist Blak Twang. - Grand Cross of the Saxe-Ernestine House Order, a historical German Ducal award. - Grand Cross of the Military Order of Saint James of the Sword, a Portuguese order of chilvary.
Source: https://en.wikipedia.org/wiki/GCSE_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
- published: 20 Aug 2022
- views: 1
6:37
The Brain's Challenge: Disambiguation
This is a special edit derived from elements of the "Brain's Challenge"
chapter of Children of the Code. It contains the essence of the "Brain's Challenge" You...
This is a special edit derived from elements of the "Brain's Challenge"
chapter of Children of the Code. It contains the essence of the "Brain's Challenge" YouTube Playlist except for "Paradigm Inertia".
"we can no longer assume that what we think children should learn is more important than how well they can learn"
Learning Stewards
http://www.learningstewards.org
https://wn.com/The_Brain's_Challenge_Disambiguation
This is a special edit derived from elements of the "Brain's Challenge"
chapter of Children of the Code. It contains the essence of the "Brain's Challenge" YouTube Playlist except for "Paradigm Inertia".
"we can no longer assume that what we think children should learn is more important than how well they can learn"
Learning Stewards
http://www.learningstewards.org
- published: 06 Apr 2012
- views: 93
0:31
The Family Upstairs (disambiguation)
The Family Upstairs is a 1926 American silent comedy film.
The Family Upstairs may also refer to:
The Dingbat Family, also known as The Family Upstairs, an Ame...
The Family Upstairs is a 1926 American silent comedy film.
The Family Upstairs may also refer to:
The Dingbat Family, also known as The Family Upstairs, an American comic strip 1910–1916
The Family Upstairs, a 1974 children's book by Janet McNeill
The Family Upstairs, a 2019 novel by Lisa Jewell
Source: https://en.wikipedia.org/wiki/The_Family_Upstairs_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
https://wn.com/The_Family_Upstairs_(Disambiguation)
The Family Upstairs is a 1926 American silent comedy film.
The Family Upstairs may also refer to:
The Dingbat Family, also known as The Family Upstairs, an American comic strip 1910–1916
The Family Upstairs, a 1974 children's book by Janet McNeill
The Family Upstairs, a 2019 novel by Lisa Jewell
Source: https://en.wikipedia.org/wiki/The_Family_Upstairs_(disambiguation)
Created with WikipediaReaderReborn (c) WikipediaReader
- published: 14 Aug 2021
- views: 4
0:12
Hollander (disambiguation)
Hollander is a surname.
Hollander may also refer to:Hollander beater, a paper pulp machine - Dutch rabbit - A breed of domestic pigeon - A brand of infant and c...
Hollander is a surname.
Hollander may also refer to:Hollander beater, a paper pulp machine - Dutch rabbit - A breed of domestic pigeon - A brand of infant and child nutrition in New Zealand.
Source: https://en.wikipedia.org/wiki/Hollander_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
https://wn.com/Hollander_(Disambiguation)
Hollander is a surname.
Hollander may also refer to:Hollander beater, a paper pulp machine - Dutch rabbit - A breed of domestic pigeon - A brand of infant and child nutrition in New Zealand.
Source: https://en.wikipedia.org/wiki/Hollander_(disambiguation)
Created with WikipediaReaderSentry (c) WikipediaReader
Images and videos sourced from Pexels (https://www.pexels.com)
- published: 15 Sep 2022
- views: 2