-
READY FOR AJAX - FEYENOORD! ❌❌❌ | Open Training x De Klassieker!
Sportcomplex de Toekomst was zaterdagmiddag volgelopen voor de open training in aanloop naar De Klassieker. Onder hartstochtelijke gezang en gejuich van de supporters werkte de ploeg van Francesco Farioli de laatste training af in aanloop naar Feyenoord-thuis.
#ajafey
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►FOLLOW US
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BeReal: https://bere.al/afcajax
Threads: https://www.threads.net/@afcajax
published: 01 Feb 2025
-
FLUID, FOCUSED, FEARLESS | FC Barcelona training 🔵🔴
FC Barcelona shifts focus back to La Liga as the squad returns to the training pitch, starting preparations for Sunday’s crucial match against Alavés. The team is geared up and ready for the challenge ahead!
SUBSCRIBE NOW:
▶ www.youtube.com/user/fcbarcelona
📱 App: http://barca.link/kXum50R6rNO
⚽ Barça One: http://barca.link/I32O50QVbj2
🌐 Site: www.fcbarcelona.com
📸 Instagram: http://www.instagram.com/fcbarcelona
𝕏 Twitter: http://twitter.com/FCBarcelona
🎶 Tiktok: https://www.tiktok.com/@fcbarcelona
🔵 Facebook: http://www.facebook.com/fcbarcelona
👾 Discord: https://discord.gg/fcbarcelonaofficial
🛍 Get all official Barça apparel from FC Barcelona's online store: http://barca.link/j8QH30qQh4Y
🔵🔴 #FCBarcelona
published: 31 Jan 2025
-
six pack abs workout #shorts #abs #sixpackabs
six pack abs workout #shorts #abs #sixpackabs
---
The Best at-Home Ab Workout
The Best Abs Workout
Best Abs Workout At Home
The Best Abs Exercises Of All Time To Crush Your Core
The Best Ab Workouts for a Stronger Core
Ab Exercises and Workouts to Build a Chiselled Core
---
#exercise #fitness #sports #bodybuilding #fullbody #training #muscle #absworkout #absexercise
----
Video tags:
gym workout
fitness
musculation
exercise
weight
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exercise
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gym
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Fitness Body Transformation
workout for beginners at home
Bodyweight workout
Bodyweight Exercises
gym workout
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published: 06 Mar 2023
-
7 years training vs no training for 7 days #shorts
published: 06 Sep 2024
-
TRAINING ahead of West Ham ☀️ | Chelsea Training | Chelsea FC 24/25
🎬 Watch as the Blues prepare for their Premier League match against West Ham United at Stamford Bridge...
Subscribe to our channel here:
https://www.youtube.com/chelseafc?sub_confirmation=1
#Chelsea #ChelseaFC #Football #Soccer #chelseatraining #premierleague #westham #westhamunited
---
RECOMMENDED PLAYLISTS:
Men's Training | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6EltzuxVp96mzcf9NXdJiYuL
Men's & Women's Extended Highlights | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6EkeA7vK4V307YIMFMV-4Mcv
Chelsea New Signings | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6ElZ3iy0uq9I7OerS1lvv-Xm
Enzo Maresca | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6ElIXL1XhFvy9EBo73jtjupy
---
Download Chelsea FC's official mobile app for EXC...
published: 01 Feb 2025
-
Commando mode on 🔥#commando #training #jayhind #armynagar🇮🇳 #powerfulmotivation
published: 14 Nov 2023
-
Army power Training | Army Training |Army lover | commando Training #army #training #selfdifence
published: 15 Sep 2024
-
Back in training ahead of the derby 💪 | Inside Milanello
🛒 Buy the 125th Anniversary kit 👉 https://acmi.land/125th-Anniversary-Kit 1️⃣2️⃣5️⃣
🛒 Buy the 24/25 Home kit 👉 https://acmi.land/HomeKit24-25_YT ❤️🖤
🛒 Buy the 24/25 Away kit 👉https://acmi.land/AwayKit24-25_YT 🤍
🛒 Buy the 24/25 Third kit 👉https://acmi.land/ThirdKit24-25_YT 🩶🩷💚
🎥 Watch all the Rossoneri Shorts videos 👉 https://www.youtube.com/playlist?list=PLo0t1-wwTA7lOwm0iL7C5HYX4tmHepKZV
🔔 Subscribe now to the AC Milan channel on YouTube: www.youtube.com/subscription_center?add_user=milanchannel
#ACMilan #SempreMilan
published: 31 Jan 2025
-
The world's most difficult dance training !
The world's most difficult dance training !
#ytshortsvideo #training
Disclaimer: This information is taken from the internet which may or may not be true we DO NOT want to spread any fake news. The content provided by this channel is meant for EDUCATIONAL PURPOSE only.
Copyright Disclaimer:- Under section 107 of copyright Act 1976, allowance is made for FAIR USE for purpose such a criticism, comment, ne reporting, teaching, scholarship and research. Fair use is as permitted by copyright statues that might otherwise be infringing. Non-profit, educa personal use tips the balance in favor of FAIR USE
#shorts
published: 14 Sep 2024
-
indian army 🇮🇳training #soldiers #army #training #pakarmy #shorts #short
published: 01 Jun 2023
7:37
READY FOR AJAX - FEYENOORD! ❌❌❌ | Open Training x De Klassieker!
Sportcomplex de Toekomst was zaterdagmiddag volgelopen voor de open training in aanloop naar De Klassieker. Onder hartstochtelijke gezang en gejuich van de supp...
Sportcomplex de Toekomst was zaterdagmiddag volgelopen voor de open training in aanloop naar De Klassieker. Onder hartstochtelijke gezang en gejuich van de supporters werkte de ploeg van Francesco Farioli de laatste training af in aanloop naar Feyenoord-thuis.
#ajafey
►SUBSCRIBE NOW http://ajax.ms/subscribe
►FOLLOW US
Website: https://www.ajax.nl
Twitter: http://twitter.com/afcajax
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BeReal: https://bere.al/afcajax
Threads: https://www.threads.net/@afcajax
https://wn.com/Ready_For_Ajax_Feyenoord_❌❌❌_|_Open_Training_X_De_Klassieker
Sportcomplex de Toekomst was zaterdagmiddag volgelopen voor de open training in aanloop naar De Klassieker. Onder hartstochtelijke gezang en gejuich van de supporters werkte de ploeg van Francesco Farioli de laatste training af in aanloop naar Feyenoord-thuis.
#ajafey
►SUBSCRIBE NOW http://ajax.ms/subscribe
►FOLLOW US
Website: https://www.ajax.nl
Twitter: http://twitter.com/afcajax
Facebook: http://facebook.com/afcajax
Instagram: http://instagram.com/afcajax
TikTok: http://tiktok.com/@afcajax
BeReal: https://bere.al/afcajax
Threads: https://www.threads.net/@afcajax
- published: 01 Feb 2025
- views: 22092
9:55
FLUID, FOCUSED, FEARLESS | FC Barcelona training 🔵🔴
FC Barcelona shifts focus back to La Liga as the squad returns to the training pitch, starting preparations for Sunday’s crucial match against Alavés. The team ...
FC Barcelona shifts focus back to La Liga as the squad returns to the training pitch, starting preparations for Sunday’s crucial match against Alavés. The team is geared up and ready for the challenge ahead!
SUBSCRIBE NOW:
▶ www.youtube.com/user/fcbarcelona
📱 App: http://barca.link/kXum50R6rNO
⚽ Barça One: http://barca.link/I32O50QVbj2
🌐 Site: www.fcbarcelona.com
📸 Instagram: http://www.instagram.com/fcbarcelona
𝕏 Twitter: http://twitter.com/FCBarcelona
🎶 Tiktok: https://www.tiktok.com/@fcbarcelona
🔵 Facebook: http://www.facebook.com/fcbarcelona
👾 Discord: https://discord.gg/fcbarcelonaofficial
🛍 Get all official Barça apparel from FC Barcelona's online store: http://barca.link/j8QH30qQh4Y
🔵🔴 #FCBarcelona
https://wn.com/Fluid,_Focused,_Fearless_|_Fc_Barcelona_Training_🔵🔴
FC Barcelona shifts focus back to La Liga as the squad returns to the training pitch, starting preparations for Sunday’s crucial match against Alavés. The team is geared up and ready for the challenge ahead!
SUBSCRIBE NOW:
▶ www.youtube.com/user/fcbarcelona
📱 App: http://barca.link/kXum50R6rNO
⚽ Barça One: http://barca.link/I32O50QVbj2
🌐 Site: www.fcbarcelona.com
📸 Instagram: http://www.instagram.com/fcbarcelona
𝕏 Twitter: http://twitter.com/FCBarcelona
🎶 Tiktok: https://www.tiktok.com/@fcbarcelona
🔵 Facebook: http://www.facebook.com/fcbarcelona
👾 Discord: https://discord.gg/fcbarcelonaofficial
🛍 Get all official Barça apparel from FC Barcelona's online store: http://barca.link/j8QH30qQh4Y
🔵🔴 #FCBarcelona
- published: 31 Jan 2025
- views: 85214
0:06
six pack abs workout #shorts #abs #sixpackabs
six pack abs workout #shorts #abs #sixpackabs
---
The Best at-Home Ab Workout
The Best Abs Workout
Best Abs Workout At Home
The Best Abs Exercises Of All Time ...
six pack abs workout #shorts #abs #sixpackabs
---
The Best at-Home Ab Workout
The Best Abs Workout
Best Abs Workout At Home
The Best Abs Exercises Of All Time To Crush Your Core
The Best Ab Workouts for a Stronger Core
Ab Exercises and Workouts to Build a Chiselled Core
---
#exercise #fitness #sports #bodybuilding #fullbody #training #muscle #absworkout #absexercise
----
Video tags:
gym workout
fitness
musculation
exercise
weight
workout
abs workout
exercise
bodybuilding
gym
sports
sport
home workout
home exercises
training
abs workout
abs
ab
core workout
full body workout
fitness body transformatio
Fitness Body Transformation
workout for beginners at home
Bodyweight workout
Bodyweight Exercises
gym workout
mens fitness
muscles
strength
https://wn.com/Six_Pack_Abs_Workout_Shorts_Abs_Sixpackabs
six pack abs workout #shorts #abs #sixpackabs
---
The Best at-Home Ab Workout
The Best Abs Workout
Best Abs Workout At Home
The Best Abs Exercises Of All Time To Crush Your Core
The Best Ab Workouts for a Stronger Core
Ab Exercises and Workouts to Build a Chiselled Core
---
#exercise #fitness #sports #bodybuilding #fullbody #training #muscle #absworkout #absexercise
----
Video tags:
gym workout
fitness
musculation
exercise
weight
workout
abs workout
exercise
bodybuilding
gym
sports
sport
home workout
home exercises
training
abs workout
abs
ab
core workout
full body workout
fitness body transformatio
Fitness Body Transformation
workout for beginners at home
Bodyweight workout
Bodyweight Exercises
gym workout
mens fitness
muscles
strength
- published: 06 Mar 2023
- views: 10608277
8:03
TRAINING ahead of West Ham ☀️ | Chelsea Training | Chelsea FC 24/25
🎬 Watch as the Blues prepare for their Premier League match against West Ham United at Stamford Bridge...
Subscribe to our channel here:
https://www.youtube.c...
🎬 Watch as the Blues prepare for their Premier League match against West Ham United at Stamford Bridge...
Subscribe to our channel here:
https://www.youtube.com/chelseafc?sub_confirmation=1
#Chelsea #ChelseaFC #Football #Soccer #chelseatraining #premierleague #westham #westhamunited
---
RECOMMENDED PLAYLISTS:
Men's Training | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6EltzuxVp96mzcf9NXdJiYuL
Men's & Women's Extended Highlights | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6EkeA7vK4V307YIMFMV-4Mcv
Chelsea New Signings | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6ElZ3iy0uq9I7OerS1lvv-Xm
Enzo Maresca | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6ElIXL1XhFvy9EBo73jtjupy
---
Download Chelsea FC's official mobile app for EXCLUSIVE content:
http://che.lc/5thstand
For all the latest updates, team news and launches, visit:
http://che.lc/YTwebsite
---
ABOUT CHELSEA FOOTBALL CLUB
Founded in 1905, Chelsea Football Club is an English professional football club based in Fulham, West London with Stamford Bridge as the home of the club. Competing in the Premier League - the top division of English football, the club has had many successes, winning five Premier League titles. The club won their first major honour, the League championship in 1955, followed by the FA Cup in 1970, their first European honour, the Cup Winners' Cup in 1971, and became the third English club to win the Club World Cup in 2022.
As the Pride of London, Chelsea FC is one of the most success clubs in terms of overall trophies won. They are the only club to have won all three major European competitions twice and have taken the crown domestically, winning six league titles, eight FA Cups, five League Cups, and four FA Community Shields. Internationally, Chelsea have won the UEFA Champions League, the UEFA Europa League, the UEFA Cup Winners' Cup and the UEFA Super Cup twice each, and the FIFA Club World Cup once since their inception.
The Chelsea YouTube channel provides access to all the build-up, training and behind-the-scenes moments and matchday action along with all the unseen edits and player focus from Reece James, Cole Palmer and Enzo Fernandez to Sam Kerr, Lauren James and many more. It’s the only channel where you’ll get an authentic look at this great club including memorable nights with world-class heroes such as Peter Osgood, Gianfranco Zola, Frank Lampard, John Terry, Didier Drogba & Eden Hazard.
https://wn.com/Training_Ahead_Of_West_Ham_☀️_|_Chelsea_Training_|_Chelsea_Fc_24_25
🎬 Watch as the Blues prepare for their Premier League match against West Ham United at Stamford Bridge...
Subscribe to our channel here:
https://www.youtube.com/chelseafc?sub_confirmation=1
#Chelsea #ChelseaFC #Football #Soccer #chelseatraining #premierleague #westham #westhamunited
---
RECOMMENDED PLAYLISTS:
Men's Training | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6EltzuxVp96mzcf9NXdJiYuL
Men's & Women's Extended Highlights | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6EkeA7vK4V307YIMFMV-4Mcv
Chelsea New Signings | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6ElZ3iy0uq9I7OerS1lvv-Xm
Enzo Maresca | 2024/25:
https://www.youtube.com/playlist?list=PLx6bGx4zt6ElIXL1XhFvy9EBo73jtjupy
---
Download Chelsea FC's official mobile app for EXCLUSIVE content:
http://che.lc/5thstand
For all the latest updates, team news and launches, visit:
http://che.lc/YTwebsite
---
ABOUT CHELSEA FOOTBALL CLUB
Founded in 1905, Chelsea Football Club is an English professional football club based in Fulham, West London with Stamford Bridge as the home of the club. Competing in the Premier League - the top division of English football, the club has had many successes, winning five Premier League titles. The club won their first major honour, the League championship in 1955, followed by the FA Cup in 1970, their first European honour, the Cup Winners' Cup in 1971, and became the third English club to win the Club World Cup in 2022.
As the Pride of London, Chelsea FC is one of the most success clubs in terms of overall trophies won. They are the only club to have won all three major European competitions twice and have taken the crown domestically, winning six league titles, eight FA Cups, five League Cups, and four FA Community Shields. Internationally, Chelsea have won the UEFA Champions League, the UEFA Europa League, the UEFA Cup Winners' Cup and the UEFA Super Cup twice each, and the FIFA Club World Cup once since their inception.
The Chelsea YouTube channel provides access to all the build-up, training and behind-the-scenes moments and matchday action along with all the unseen edits and player focus from Reece James, Cole Palmer and Enzo Fernandez to Sam Kerr, Lauren James and many more. It’s the only channel where you’ll get an authentic look at this great club including memorable nights with world-class heroes such as Peter Osgood, Gianfranco Zola, Frank Lampard, John Terry, Didier Drogba & Eden Hazard.
- published: 01 Feb 2025
- views: 72255
3:49
Back in training ahead of the derby 💪 | Inside Milanello
🛒 Buy the 125th Anniversary kit 👉 https://acmi.land/125th-Anniversary-Kit 1️⃣2️⃣5️⃣
🛒 Buy the 24/25 Home kit 👉 https://acmi.land/HomeKit24-25_YT ❤️🖤
🛒 Buy the 2...
🛒 Buy the 125th Anniversary kit 👉 https://acmi.land/125th-Anniversary-Kit 1️⃣2️⃣5️⃣
🛒 Buy the 24/25 Home kit 👉 https://acmi.land/HomeKit24-25_YT ❤️🖤
🛒 Buy the 24/25 Away kit 👉https://acmi.land/AwayKit24-25_YT 🤍
🛒 Buy the 24/25 Third kit 👉https://acmi.land/ThirdKit24-25_YT 🩶🩷💚
🎥 Watch all the Rossoneri Shorts videos 👉 https://www.youtube.com/playlist?list=PLo0t1-wwTA7lOwm0iL7C5HYX4tmHepKZV
🔔 Subscribe now to the AC Milan channel on YouTube: www.youtube.com/subscription_center?add_user=milanchannel
#ACMilan #SempreMilan
https://wn.com/Back_In_Training_Ahead_Of_The_Derby_💪_|_Inside_Milanello
🛒 Buy the 125th Anniversary kit 👉 https://acmi.land/125th-Anniversary-Kit 1️⃣2️⃣5️⃣
🛒 Buy the 24/25 Home kit 👉 https://acmi.land/HomeKit24-25_YT ❤️🖤
🛒 Buy the 24/25 Away kit 👉https://acmi.land/AwayKit24-25_YT 🤍
🛒 Buy the 24/25 Third kit 👉https://acmi.land/ThirdKit24-25_YT 🩶🩷💚
🎥 Watch all the Rossoneri Shorts videos 👉 https://www.youtube.com/playlist?list=PLo0t1-wwTA7lOwm0iL7C5HYX4tmHepKZV
🔔 Subscribe now to the AC Milan channel on YouTube: www.youtube.com/subscription_center?add_user=milanchannel
#ACMilan #SempreMilan
- published: 31 Jan 2025
- views: 29321
0:19
The world's most difficult dance training !
The world's most difficult dance training !
#ytshortsvideo #training
Disclaimer: This information is taken from the internet which may or may not be true we ...
The world's most difficult dance training !
#ytshortsvideo #training
Disclaimer: This information is taken from the internet which may or may not be true we DO NOT want to spread any fake news. The content provided by this channel is meant for EDUCATIONAL PURPOSE only.
Copyright Disclaimer:- Under section 107 of copyright Act 1976, allowance is made for FAIR USE for purpose such a criticism, comment, ne reporting, teaching, scholarship and research. Fair use is as permitted by copyright statues that might otherwise be infringing. Non-profit, educa personal use tips the balance in favor of FAIR USE
#shorts
https://wn.com/The_World's_Most_Difficult_Dance_Training
The world's most difficult dance training !
#ytshortsvideo #training
Disclaimer: This information is taken from the internet which may or may not be true we DO NOT want to spread any fake news. The content provided by this channel is meant for EDUCATIONAL PURPOSE only.
Copyright Disclaimer:- Under section 107 of copyright Act 1976, allowance is made for FAIR USE for purpose such a criticism, comment, ne reporting, teaching, scholarship and research. Fair use is as permitted by copyright statues that might otherwise be infringing. Non-profit, educa personal use tips the balance in favor of FAIR USE
#shorts
- published: 14 Sep 2024
- views: 47977959
-
Word Sense Disambiguation Using Naive bayes Classifier
This video is about Word Sense Disambiguation Using Naive bayes Classifier.
If you are interested in building cool Natural Language Processing (NLP) Apps , access our NLP APIs at https://www.firstlanguage.in/ . Also for NLP product development and consultation, please reach out to us at [email protected]
published: 08 Apr 2020
-
Word Sense Disambiguation
Material based on Jurafsky and Martin (2019): https://web.stanford.edu/~jurafsky/slp3/
Slides: http://www.natalieparde.com/teaching/cs_421_fall2020/Word%20Sense%20Disambiguation.pdf
Twitter: @NatalieParde
published: 28 Dec 2020
-
Disambiguation – Linking Data Science and Engineering | NLP Summit 2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as a...
published: 07 Jan 2021
-
Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (3 minutes introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-lev...
published: 03 Feb 2022
-
Entity Disambiguation with Extreme Multi label Ranking
Jyun-Yu Jiang, Amazon Search, Palo Alto, USA
published: 23 Jul 2024
-
Entry #1 disambiguation
#gym #fitness #lifting #legday #calves #scs
published: 23 Mar 2023
-
User Interaction Models for Disambiguation in Programming by Example
User Interaction Models for Disambiguation in Programming by Example
Mikaël Mayer, Gustavo Soares, Maxim Grechkin, Vu Le, Mark Marron, Oleksandr Polozov, Rishabh Singh, Ben Zorn, Sumit Gulwani
Abstract:
Programming by Examples (PBE) has the potential to revolutionize end-user programming by \ enabling end users, most of whom are non-programmers, to create small scripts for automating \ repetitive tasks. \ However, examples, though often easy to provide, are an ambiguous specification of the user's intent. \ Because of that, a key impedance in adoption of PBE systems is the lack of user confidence in the correctness of \ the program that was synthesized by the system. \ We present two novel user interaction models that communicate actionable information to the user to help resolve amb...
published: 25 Oct 2015
-
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
-
KHR25- JF2 IPM VRBL NB 08/09/2024
published: 08 Sep 2024
-
Chatbot Disambiguation Demonstration
Your Chatbot Must Be Able To Disambiguate. Disambiguation Is Part & Parcel Of Human Conversations And Should Be Part Of Your Chatbot Experience.
IBM Watson has a built-in feature which allows for the configuration of disambiguation. In this practical example you can toggle the feature on or off.
Apart from this you can set the message explaining the clarification, the default is, "Did you mean"…this could be changed to "This might help" or, "This is what I could find".
An option is also available for none of the above and the maximum number of suggestions can be limited. The scope and size of the dialog will determine what this number might be.
This also provides a central point where disambiguation can be switched off; this of this as a global toggle switch to enable or disable thi...
published: 11 Feb 2020
14:19
Word Sense Disambiguation Using Naive bayes Classifier
This video is about Word Sense Disambiguation Using Naive bayes Classifier.
If you are interested in building cool Natural Language Processing (NLP) Apps , ...
This video is about Word Sense Disambiguation Using Naive bayes Classifier.
If you are interested in building cool Natural Language Processing (NLP) Apps , access our NLP APIs at https://www.firstlanguage.in/ . Also for NLP product development and consultation, please reach out to us at
[email protected]
https://wn.com/Word_Sense_Disambiguation_Using_Naive_Bayes_Classifier
This video is about Word Sense Disambiguation Using Naive bayes Classifier.
If you are interested in building cool Natural Language Processing (NLP) Apps , access our NLP APIs at https://www.firstlanguage.in/ . Also for NLP product development and consultation, please reach out to us at
[email protected]
- published: 08 Apr 2020
- views: 4786
6:59
Word Sense Disambiguation
Material based on Jurafsky and Martin (2019): https://web.stanford.edu/~jurafsky/slp3/
Slides: http://www.natalieparde.com/teaching/cs_421_fall2020/Word%20Sens...
Material based on Jurafsky and Martin (2019): https://web.stanford.edu/~jurafsky/slp3/
Slides: http://www.natalieparde.com/teaching/cs_421_fall2020/Word%20Sense%20Disambiguation.pdf
Twitter: @NatalieParde
https://wn.com/Word_Sense_Disambiguation
Material based on Jurafsky and Martin (2019): https://web.stanford.edu/~jurafsky/slp3/
Slides: http://www.natalieparde.com/teaching/cs_421_fall2020/Word%20Sense%20Disambiguation.pdf
Twitter: @NatalieParde
- published: 28 Dec 2020
- views: 10265
29:09
Disambiguation – Linking Data Science and Engineering | NLP Summit 2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021...
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as an on-demand job.
We also discuss some of our learnings and process improvements that were needed to strike a balance between data science goals and engineering constraints and present our current work on improving performance through BERT-embedding based contextual similarity.
https://wn.com/Disambiguation_–_Linking_Data_Science_And_Engineering_|_Nlp_Summit_2020
Get your Free Spark NLP and Spark OCR Free Trial: https://www.johnsnowlabs.com/spark-nlp-try-free/
Register for NLP Summit 2021: https://www.nlpsummit.org/2021-events/
Watch all NLP Summit 2020 sessions: https://www.nlpsummit.org/
Disambiguation or Entity Linking is the assignment of a knowledge base identifier (Wikidata, Wikipedia) to a named entity. Our goal was to improve an MVP model by adding newly created knowledge while maintaining competitive F1 scores.
Taking an entity linking model from MVP into production in a spaCy-native pipeline architecture posed several data science and engineering challenges, such as hyperparameter estimation and knowledge enhancement, which we addressed by taking advantage of the engineering tools Docker and Kubernetes to semi-automate training as an on-demand job.
We also discuss some of our learnings and process improvements that were needed to strike a balance between data science goals and engineering constraints and present our current work on improving performance through BERT-embedding based contextual similarity.
- published: 07 Jan 2021
- views: 564
3:03
Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (3 minutes introduction)
Authors:...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (3 minutes introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-level information in order to get meaningful context extraction. Particularly, we employ a pre-trained bidirectional encoder from Transformers (BERT) model to extract character-level features, and an external Chinese word segmentation (CWS) tool is used to obtain the word units. We adopt a mixed pooling mechanism to convert character-level features into word-level features based on the segmentation results. A window-based attention module is utilized to incorporate contextual word-level features for the polyphonic characters. Experimental results show that our method achieves an accuracy of 99.06% on an open benchmark dataset for Mandarin Chinese polyphone disambiguation, which outperforms the baseline systems.
For more details and PDF version of the paper visit: https://www.isca-speech.org/archive/interspeech_2021/li21n_interspeech.html
d04s07t04trim
https://wn.com/Improving_Polyphone_Disambiguation_For_Mandarin_Chinese_By_Combining_Mix_Pooling_Strategy_And_Wi...
Title: Improving Polyphone Disambiguation for Mandarin Chinese by Combining Mix-pooling Strategy and Window-based Attention - (3 minutes introduction)
Authors: Junjie Li (Ping An Technology, China), Zhiyu Zhang (National Tsing Hua University, Taiwan), Minchuan Chen (Ping An Technology, China), Jun Ma (Ping An Technology, China), Shaojun Wang (Ping An Technology, China), Jing Xiao (Ping An Technology, China)
Category: Speech Synthesis: Linguistic processing, paradigms and other topics
Abstract: In this paper, we propose a novel system based on word-level features and window-based attention for polyphone disambiguation, which is a fundamental task for Grapheme-to-phoneme (G2P) conversion of Mandarin Chinese. The framework aims to combine a pre-trained language model with explicit word-level information in order to get meaningful context extraction. Particularly, we employ a pre-trained bidirectional encoder from Transformers (BERT) model to extract character-level features, and an external Chinese word segmentation (CWS) tool is used to obtain the word units. We adopt a mixed pooling mechanism to convert character-level features into word-level features based on the segmentation results. A window-based attention module is utilized to incorporate contextual word-level features for the polyphonic characters. Experimental results show that our method achieves an accuracy of 99.06% on an open benchmark dataset for Mandarin Chinese polyphone disambiguation, which outperforms the baseline systems.
For more details and PDF version of the paper visit: https://www.isca-speech.org/archive/interspeech_2021/li21n_interspeech.html
d04s07t04trim
- published: 03 Feb 2022
- views: 8
0:17
Entry #1 disambiguation
#gym #fitness #lifting #legday #calves #scs
#gym #fitness #lifting #legday #calves #scs
https://wn.com/Entry_1_Disambiguation
#gym #fitness #lifting #legday #calves #scs
- published: 23 Mar 2023
- views: 131
0:30
User Interaction Models for Disambiguation in Programming by Example
User Interaction Models for Disambiguation in Programming by Example
Mikaël Mayer, Gustavo Soares, Maxim Grechkin, Vu Le, Mark Marron, Oleksandr Polozov, Rishab...
User Interaction Models for Disambiguation in Programming by Example
Mikaël Mayer, Gustavo Soares, Maxim Grechkin, Vu Le, Mark Marron, Oleksandr Polozov, Rishabh Singh, Ben Zorn, Sumit Gulwani
Abstract:
Programming by Examples (PBE) has the potential to revolutionize end-user programming by \ enabling end users, most of whom are non-programmers, to create small scripts for automating \ repetitive tasks. \ However, examples, though often easy to provide, are an ambiguous specification of the user's intent. \ Because of that, a key impedance in adoption of PBE systems is the lack of user confidence in the correctness of \ the program that was synthesized by the system. \ We present two novel user interaction models that communicate actionable information to the user to help resolve ambiguity in the examples. \ One of these models allows the user to effectively navigate between the huge set of \ programs that are consistent with the examples provided by the user. \ The other model uses active learning to ask directed example-based questions to the user on the test input data over \ which the user intends to run the synthesized program. \ Our user studies show that \ each of these models significantly reduces the number of errors in the performed task without any difference in completion time. \ Moreover, both models are perceived as useful, \ and the proactive active-learning based model has a slightly higher preference regarding the users' confidence in the result.
ACM DL: http://dl.acm.org/citation.cfm?id=2807459
DOI: http://dx.doi.org/10.1145/2807442.2807459
https://wn.com/User_Interaction_Models_For_Disambiguation_In_Programming_By_Example
User Interaction Models for Disambiguation in Programming by Example
Mikaël Mayer, Gustavo Soares, Maxim Grechkin, Vu Le, Mark Marron, Oleksandr Polozov, Rishabh Singh, Ben Zorn, Sumit Gulwani
Abstract:
Programming by Examples (PBE) has the potential to revolutionize end-user programming by \ enabling end users, most of whom are non-programmers, to create small scripts for automating \ repetitive tasks. \ However, examples, though often easy to provide, are an ambiguous specification of the user's intent. \ Because of that, a key impedance in adoption of PBE systems is the lack of user confidence in the correctness of \ the program that was synthesized by the system. \ We present two novel user interaction models that communicate actionable information to the user to help resolve ambiguity in the examples. \ One of these models allows the user to effectively navigate between the huge set of \ programs that are consistent with the examples provided by the user. \ The other model uses active learning to ask directed example-based questions to the user on the test input data over \ which the user intends to run the synthesized program. \ Our user studies show that \ each of these models significantly reduces the number of errors in the performed task without any difference in completion time. \ Moreover, both models are perceived as useful, \ and the proactive active-learning based model has a slightly higher preference regarding the users' confidence in the result.
ACM DL: http://dl.acm.org/citation.cfm?id=2807459
DOI: http://dx.doi.org/10.1145/2807442.2807459
- published: 25 Oct 2015
- views: 861
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
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⏩ 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: 2131
5:19
Chatbot Disambiguation Demonstration
Your Chatbot Must Be Able To Disambiguate. Disambiguation Is Part & Parcel Of Human Conversations And Should Be Part Of Your Chatbot Experience.
IBM Watson ha...
Your Chatbot Must Be Able To Disambiguate. Disambiguation Is Part & Parcel Of Human Conversations And Should Be Part Of Your Chatbot Experience.
IBM Watson has a built-in feature which allows for the configuration of disambiguation. In this practical example you can toggle the feature on or off.
Apart from this you can set the message explaining the clarification, the default is, "Did you mean"…this could be changed to "This might help" or, "This is what I could find".
An option is also available for none of the above and the maximum number of suggestions can be limited. The scope and size of the dialog will determine what this number might be.
This also provides a central point where disambiguation can be switched off; this of this as a global toggle switch to enable or disable this feature.
Apart from this, each node can be added or removed individually as the structure of the application changes.
Here the name of the node becomes important as this is what will be displayed to the user.
Hence it is crucial that the name of the node is clear, presentable and
explains the function and intention of the node it names.
Here is a short tutorial on the functionality and setup.
https://wn.com/Chatbot_Disambiguation_Demonstration
Your Chatbot Must Be Able To Disambiguate. Disambiguation Is Part & Parcel Of Human Conversations And Should Be Part Of Your Chatbot Experience.
IBM Watson has a built-in feature which allows for the configuration of disambiguation. In this practical example you can toggle the feature on or off.
Apart from this you can set the message explaining the clarification, the default is, "Did you mean"…this could be changed to "This might help" or, "This is what I could find".
An option is also available for none of the above and the maximum number of suggestions can be limited. The scope and size of the dialog will determine what this number might be.
This also provides a central point where disambiguation can be switched off; this of this as a global toggle switch to enable or disable this feature.
Apart from this, each node can be added or removed individually as the structure of the application changes.
Here the name of the node becomes important as this is what will be displayed to the user.
Hence it is crucial that the name of the node is clear, presentable and
explains the function and intention of the node it names.
Here is a short tutorial on the functionality and setup.
- published: 11 Feb 2020
- views: 915