Free fall is the ability to achieve the sensation of weightlessness (for example to be falling freely in an atmosphere, or to be in zero-g). In skydiving, the term freefall is also used for the portion of the skydive prior to the deployment of a parachute, even though significant portions of it are at terminal velocity rather than freely accelerating in gravity.
Free fall, Free-fall or Freefall may also refer to:
In Newtonian physics, free fall is any motion of a body where gravity is the only force acting upon it. In the context of general relativity, where gravitation is reduced to a space-time curvature, a body in free fall has no force acting on it and moves along a geodesic. The present article only concerns itself with free fall in the Newtonian domain.
An object in the technical sense of free fall may not necessarily be falling down in the usual sense of the term. An object moving upwards would not normally be considered to be falling, but if it is subject to the force of gravity only, it is said to be in free fall. The moon is thus in free fall.
In a uniform gravitational field, in the absence of any other forces, gravitation acts on each part of the body equally and this is weightlessness, a condition that also occurs when the gravitational field is zero (such as when far away from any gravitating body). A body in free fall experiences "0 g".
The term "free fall" is often used more loosely than in the strict sense defined above. Thus, falling through an atmosphere without a deployed parachute, or lifting device, is also often referred to as free fall. The aerodynamic drag forces in such situations prevent them from producing full weightlessness, and thus a skydiver's "free fall" after reaching terminal velocity produces the sensation of the body's weight being supported on a cushion of air.
The Freefall is an amusement ride developed by Giovanola and marketed throughout the world by Swiss company, Intamin. Two generations of this ride were developed. First generation Freefall rides can be identified by the angled supports at the base of the lift tower. Second generation Freefall rides were identical, but the tower's base structure on those variants did not taper outward.
It was a common ride at major amusement parks until the late 1990s, when the classic freefall rides began being replaced with larger, higher-capacity Drop Tower alternatives. Since then, Freefalls have been disappearing from midways, to be replaced by the newer-technology rides such as the Intamin Giant Drop (2nd generation), Gyro Drop (3rd generation), and the S&S Power series of compressed-air tower rides.
Currently, Demon Drop at Dorney Park & Wildwater Kingdom, Free Fall (Elevador) at Beto Carrero World, Brazil, Hollywood Action Tower at Movie Studios Park, Italy, Freefall at Rusutsu Resort, Japan, Free Fall at Central Park, Japan, Free Fall at Nagashima Spaland, Free Fall at Tokyo Summerland, Japan, and Free Fall at Rusutsu Resort, Japan are the only remaining Intamin first generation Freefall rides in operation.
Free Fall is an album by Jimmy Giuffre, released in 1963. Though greeted with almost universal indifference, it has since come to be regarded as an important step in jazz improvisation.
Sequence showing the deployment of a free-fall turbulence profiler. As it falls, the instrument measures millimeter-scale velocity and temperature fluctuations in the water. From these, the amount of turbulent mixing in the water can be determined.
published: 07 Jul 2012
Leon The Professional best scene
Leon The Professional is a action thriller film. The film follows Leon a professional hitman who reluctantly takes care of Matilda (Natalie Portman) after her family is killed. Leon and Matilda forms an unusual relationship as she becomes his protegee and learns hitmans trade
published: 05 Sep 2020
Top 10 Post Apocalyptic TV Series
If you want to know how civilization would look once it is crumbled you should definitely watch our picks for the best Post Apocalyptic tv shows.
Discover the best…
📹 YouTube tool: https://www.tubebuddy.com/communitv
We missed your favorite Post-Apocalyptic TV Series? Let us know in the comments!
Follow us on...
Instagram: http://bit.ly/2rnljTB
Facebook: http://bit.ly/2PbYxGn
Movies in this Ranking:
10. Falling Skies (2011–2015): (00:26)
9. Colony (2016–2018): (01:16)
8. The Last Ship (2014–2018): (02:07)
7. Station Eleven (2021-2022): (02:56)
6. See (2019- ): (03:42)
5. The 100 (2014–2020): (04:29)
4. Sweet Tooth (2021- ): (05:17)
3. Jericho (2006–2008): (06:06)
2. Into the Badlands (2015–2019): (06:58)
1. The Walking Dead (2010–2022): (08:45)
You want to work with us?
For ...
published: 12 Jul 2022
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
Word Sense Disambiguation
A word's meaning depends on its association with other words in a sentence. This means two or more words with the same spelling may have different meanings in different contexts. This often leads to ambiguity.
Word sense disambiguation is the process of mapping a word to the sense that it should carry.
https://github.com/kazimravian/Natural-Language-Processing-with-Python/blob/main/Introduction%20to%20Natural%20Language%20Processing/1.11%20word_sense_disambiguation.ipynb
published: 28 Apr 2023
Speech Disambiguation windows 10 - Sound Effect
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published: 11 Sep 2022
Normal people experiencing G-force VS. WW2 veteran! | 2/03/24📍
#Veteran #ww2 #gforce #pilot #jetfighter
DISCLAIMER TO THIS OWNER!
World War II
Several terms redirect here. For other uses, see WWII (disambiguation), The Second World War (disambiguation), and World War II (disambiguation).
World War II.
Clockwise from top left:
German Stuka dive bombers on the Eastern Front, 1943British Matilda II tanks during the North African campaign, 1941Soviet troops at the Battle of Stalingrad, 1942–1943U.S. warships in Lingayen Gulf in the Philippines, 1945Soviet soldier raising a flag over the Reichstag after the Battle of Berlin, 1945U.S. atomic bombing of Nagasaki in Japan, 1945
published: 02 Feb 2024
Top 20 Exact Moments That Killed TV Shows
These are the moments that absolutely destroyed brilliant TV shows. For this list, we’ll be taking a look at TV shows events that either ruined programs or marked a point where the series declined in quality. Naturally, there will be spoilers ahead.Our countdown includes Cousin Oliver from "The Brady Brunch" (1969-74), Eric's Departure in "That '70s Show" (1998-2006), the Literal Cork from "Lost" (2004-10), Winning the Lottery from "Roseanne" (1988-97, 2018), and more! If you think our list was spoiled by not including some moments, be sure to tell us which ones in the comments!
Watch more great TV videos here:
Top 10 TV Shows Ruined by Fans: https://youtu.be/BtVuBN4GZDo
Top 10 Celeb Impressions Done On The Simpsons: https://youtu.be/qrEl3wdnzn0
Top 10 Times South Park Roasted TV Shows: h...
Sequence showing the deployment of a free-fall turbulence profiler. As it falls, the instrument measures millimeter-scale velocity and temperature fluctuations ...
Sequence showing the deployment of a free-fall turbulence profiler. As it falls, the instrument measures millimeter-scale velocity and temperature fluctuations in the water. From these, the amount of turbulent mixing in the water can be determined.
Sequence showing the deployment of a free-fall turbulence profiler. As it falls, the instrument measures millimeter-scale velocity and temperature fluctuations in the water. From these, the amount of turbulent mixing in the water can be determined.
Leon The Professional is a action thriller film. The film follows Leon a professional hitman who reluctantly takes care of Matilda (Natalie Portman) after her f...
Leon The Professional is a action thriller film. The film follows Leon a professional hitman who reluctantly takes care of Matilda (Natalie Portman) after her family is killed. Leon and Matilda forms an unusual relationship as she becomes his protegee and learns hitmans trade
Leon The Professional is a action thriller film. The film follows Leon a professional hitman who reluctantly takes care of Matilda (Natalie Portman) after her family is killed. Leon and Matilda forms an unusual relationship as she becomes his protegee and learns hitmans trade
If you want to know how civilization would look once it is crumbled you should definitely watch our picks for the best Post Apocalyptic tv shows.
Discover the ...
If you want to know how civilization would look once it is crumbled you should definitely watch our picks for the best Post Apocalyptic tv shows.
Discover the best…
📹 YouTube tool: https://www.tubebuddy.com/communitv
We missed your favorite Post-Apocalyptic TV Series? Let us know in the comments!
Follow us on...
Instagram: http://bit.ly/2rnljTB
Facebook: http://bit.ly/2PbYxGn
Movies in this Ranking:
10. Falling Skies (2011–2015): (00:26)
9. Colony (2016–2018): (01:16)
8. The Last Ship (2014–2018): (02:07)
7. Station Eleven (2021-2022): (02:56)
6. See (2019- ): (03:42)
5. The 100 (2014–2020): (04:29)
4. Sweet Tooth (2021- ): (05:17)
3. Jericho (2006–2008): (06:06)
2. Into the Badlands (2015–2019): (06:58)
1. The Walking Dead (2010–2022): (08:45)
You want to work with us?
For collaboration requests please contact us via…
Mail: [email protected]
Music: www.bensound.com
If you want to know how civilization would look once it is crumbled you should definitely watch our picks for the best Post Apocalyptic tv shows.
Discover the best…
📹 YouTube tool: https://www.tubebuddy.com/communitv
We missed your favorite Post-Apocalyptic TV Series? Let us know in the comments!
Follow us on...
Instagram: http://bit.ly/2rnljTB
Facebook: http://bit.ly/2PbYxGn
Movies in this Ranking:
10. Falling Skies (2011–2015): (00:26)
9. Colony (2016–2018): (01:16)
8. The Last Ship (2014–2018): (02:07)
7. Station Eleven (2021-2022): (02:56)
6. See (2019- ): (03:42)
5. The 100 (2014–2020): (04:29)
4. Sweet Tooth (2021- ): (05:17)
3. Jericho (2006–2008): (06:06)
2. Into the Badlands (2015–2019): (06:58)
1. The Walking Dead (2010–2022): (08:45)
You want to work with us?
For collaboration requests please contact us via…
Mail: [email protected]
Music: www.bensound.com
#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
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#techviz #datascienceguy #ai #researchpaper #naturallanguageprocessing #bart
#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 :)
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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
A word's meaning depends on its association with other words in a sentence. This means two or more words with the same spelling may have different meanings in d...
A word's meaning depends on its association with other words in a sentence. This means two or more words with the same spelling may have different meanings in different contexts. This often leads to ambiguity.
Word sense disambiguation is the process of mapping a word to the sense that it should carry.
https://github.com/kazimravian/Natural-Language-Processing-with-Python/blob/main/Introduction%20to%20Natural%20Language%20Processing/1.11%20word_sense_disambiguation.ipynb
A word's meaning depends on its association with other words in a sentence. This means two or more words with the same spelling may have different meanings in different contexts. This often leads to ambiguity.
Word sense disambiguation is the process of mapping a word to the sense that it should carry.
https://github.com/kazimravian/Natural-Language-Processing-with-Python/blob/main/Introduction%20to%20Natural%20Language%20Processing/1.11%20word_sense_disambiguation.ipynb
I make my own custom sound effects free to use for everyone!
Copyright Free Sound Effect
Subscribe to stay up to date and feel free to request custom sound effe...
I make my own custom sound effects free to use for everyone!
Copyright Free Sound Effect
Subscribe to stay up to date and feel free to request custom sound effects
you'd like to see on the channel in the comments down below
Donate me!
https://www.paypal.com/paypalme/coloomusic2
I make my own custom sound effects free to use for everyone!
Copyright Free Sound Effect
Subscribe to stay up to date and feel free to request custom sound effects
you'd like to see on the channel in the comments down below
Donate me!
https://www.paypal.com/paypalme/coloomusic2
#Veteran #ww2 #gforce #pilot #jetfighter
DISCLAIMER TO THIS OWNER!
World War II
Several terms redirect here. For other uses, see WWII (disambiguation), The S...
#Veteran #ww2 #gforce #pilot #jetfighter
DISCLAIMER TO THIS OWNER!
World War II
Several terms redirect here. For other uses, see WWII (disambiguation), The Second World War (disambiguation), and World War II (disambiguation).
World War II.
Clockwise from top left:
German Stuka dive bombers on the Eastern Front, 1943British Matilda II tanks during the North African campaign, 1941Soviet troops at the Battle of Stalingrad, 1942–1943U.S. warships in Lingayen Gulf in the Philippines, 1945Soviet soldier raising a flag over the Reichstag after the Battle of Berlin, 1945U.S. atomic bombing of Nagasaki in Japan, 1945
#Veteran #ww2 #gforce #pilot #jetfighter
DISCLAIMER TO THIS OWNER!
World War II
Several terms redirect here. For other uses, see WWII (disambiguation), The Second World War (disambiguation), and World War II (disambiguation).
World War II.
Clockwise from top left:
German Stuka dive bombers on the Eastern Front, 1943British Matilda II tanks during the North African campaign, 1941Soviet troops at the Battle of Stalingrad, 1942–1943U.S. warships in Lingayen Gulf in the Philippines, 1945Soviet soldier raising a flag over the Reichstag after the Battle of Berlin, 1945U.S. atomic bombing of Nagasaki in Japan, 1945
These are the moments that absolutely destroyed brilliant TV shows. For this list, we’ll be taking a look at TV shows events that either ruined programs or mark...
These are the moments that absolutely destroyed brilliant TV shows. For this list, we’ll be taking a look at TV shows events that either ruined programs or marked a point where the series declined in quality. Naturally, there will be spoilers ahead.Our countdown includes Cousin Oliver from "The Brady Brunch" (1969-74), Eric's Departure in "That '70s Show" (1998-2006), the Literal Cork from "Lost" (2004-10), Winning the Lottery from "Roseanne" (1988-97, 2018), and more! If you think our list was spoiled by not including some moments, be sure to tell us which ones in the comments!
Watch more great TV videos here:
Top 10 TV Shows Ruined by Fans: https://youtu.be/BtVuBN4GZDo
Top 10 Celeb Impressions Done On The Simpsons: https://youtu.be/qrEl3wdnzn0
Top 10 Times South Park Roasted TV Shows: https://youtu.be/_Z5GbMQ7Ezc
Test your Trivia Power!
https://www.watchmojo.com/play/id/53084
Have Your Idea Become A Video!
https://wmojo.com/suggest
Subscribe for more great content!
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Visit WatchMojo Club for Great Deals!
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Your trusted authority for Top 10 lists, reviews, tips and tricks, biographies, origins, and entertainment news on Film, TV, Video Games, Comics, Celeb, Music and Superheroes.
#TV #Television #GameOfThrones #Series #Streaming #Lost #TVShow
These are the moments that absolutely destroyed brilliant TV shows. For this list, we’ll be taking a look at TV shows events that either ruined programs or marked a point where the series declined in quality. Naturally, there will be spoilers ahead.Our countdown includes Cousin Oliver from "The Brady Brunch" (1969-74), Eric's Departure in "That '70s Show" (1998-2006), the Literal Cork from "Lost" (2004-10), Winning the Lottery from "Roseanne" (1988-97, 2018), and more! If you think our list was spoiled by not including some moments, be sure to tell us which ones in the comments!
Watch more great TV videos here:
Top 10 TV Shows Ruined by Fans: https://youtu.be/BtVuBN4GZDo
Top 10 Celeb Impressions Done On The Simpsons: https://youtu.be/qrEl3wdnzn0
Top 10 Times South Park Roasted TV Shows: https://youtu.be/_Z5GbMQ7Ezc
Test your Trivia Power!
https://www.watchmojo.com/play/id/53084
Have Your Idea Become A Video!
https://wmojo.com/suggest
Subscribe for more great content!
https://wmojo.com/watchmojo-subscribe
Visit WatchMojo Club for Great Deals!
https://wmojo.com/WatchMojoClub
Your trusted authority for Top 10 lists, reviews, tips and tricks, biographies, origins, and entertainment news on Film, TV, Video Games, Comics, Celeb, Music and Superheroes.
#TV #Television #GameOfThrones #Series #Streaming #Lost #TVShow
Sequence showing the deployment of a free-fall turbulence profiler. As it falls, the instrument measures millimeter-scale velocity and temperature fluctuations in the water. From these, the amount of turbulent mixing in the water can be determined.
Leon The Professional is a action thriller film. The film follows Leon a professional hitman who reluctantly takes care of Matilda (Natalie Portman) after her family is killed. Leon and Matilda forms an unusual relationship as she becomes his protegee and learns hitmans trade
If you want to know how civilization would look once it is crumbled you should definitely watch our picks for the best Post Apocalyptic tv shows.
Discover the best…
📹 YouTube tool: https://www.tubebuddy.com/communitv
We missed your favorite Post-Apocalyptic TV Series? Let us know in the comments!
Follow us on...
Instagram: http://bit.ly/2rnljTB
Facebook: http://bit.ly/2PbYxGn
Movies in this Ranking:
10. Falling Skies (2011–2015): (00:26)
9. Colony (2016–2018): (01:16)
8. The Last Ship (2014–2018): (02:07)
7. Station Eleven (2021-2022): (02:56)
6. See (2019- ): (03:42)
5. The 100 (2014–2020): (04:29)
4. Sweet Tooth (2021- ): (05:17)
3. Jericho (2006–2008): (06:06)
2. Into the Badlands (2015–2019): (06:58)
1. The Walking Dead (2010–2022): (08:45)
You want to work with us?
For collaboration requests please contact us via…
Mail: [email protected]
Music: www.bensound.com
#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
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A word's meaning depends on its association with other words in a sentence. This means two or more words with the same spelling may have different meanings in different contexts. This often leads to ambiguity.
Word sense disambiguation is the process of mapping a word to the sense that it should carry.
https://github.com/kazimravian/Natural-Language-Processing-with-Python/blob/main/Introduction%20to%20Natural%20Language%20Processing/1.11%20word_sense_disambiguation.ipynb
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World War II
Several terms redirect here. For other uses, see WWII (disambiguation), The Second World War (disambiguation), and World War II (disambiguation).
World War II.
Clockwise from top left:
German Stuka dive bombers on the Eastern Front, 1943British Matilda II tanks during the North African campaign, 1941Soviet troops at the Battle of Stalingrad, 1942–1943U.S. warships in Lingayen Gulf in the Philippines, 1945Soviet soldier raising a flag over the Reichstag after the Battle of Berlin, 1945U.S. atomic bombing of Nagasaki in Japan, 1945
These are the moments that absolutely destroyed brilliant TV shows. For this list, we’ll be taking a look at TV shows events that either ruined programs or marked a point where the series declined in quality. Naturally, there will be spoilers ahead.Our countdown includes Cousin Oliver from "The Brady Brunch" (1969-74), Eric's Departure in "That '70s Show" (1998-2006), the Literal Cork from "Lost" (2004-10), Winning the Lottery from "Roseanne" (1988-97, 2018), and more! If you think our list was spoiled by not including some moments, be sure to tell us which ones in the comments!
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Top 10 TV Shows Ruined by Fans: https://youtu.be/BtVuBN4GZDo
Top 10 Celeb Impressions Done On The Simpsons: https://youtu.be/qrEl3wdnzn0
Top 10 Times South Park Roasted TV Shows: https://youtu.be/_Z5GbMQ7Ezc
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Your trusted authority for Top 10 lists, reviews, tips and tricks, biographies, origins, and entertainment news on Film, TV, Video Games, Comics, Celeb, Music and Superheroes.
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Free fall is the ability to achieve the sensation of weightlessness (for example to be falling freely in an atmosphere, or to be in zero-g). In skydiving, the term freefall is also used for the portion of the skydive prior to the deployment of a parachute, even though significant portions of it are at terminal velocity rather than freely accelerating in gravity.
Free fall, Free-fall or Freefall may also refer to: