-
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
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093 Keyword Disambiguation Using Transformers and Clustering to Build Cleaner Knowledge - NODES2022
Natural language processing is an indispensable toolkit to build knowledge graphs from unstructured data. However, it comes with a price. Keywords and entities in unstructured texts are ambiguous - the same concept can be expressed by many different linguistic variations. The resulting knowledge graph would thus be polluted with many nodes representing the same entity without any order. In this session, we show how the semantic similarity based on transformer embeddings and agglomerative clustering can help in the domain of academic disciplines and research fields and how Neo4j improves the browsing experience of this knowledge graph.
Speakers: Federica Ventruto, Alessia Melania Lonoce
Format: Full Session 30-45 min
Level: Advanced
Topics: #KnowledgeGraph, #MachineLearning...
published: 30 Nov 2022
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harvard & aliens & crackpots: a disambiguation of Avi Loeb
Crackpots 2: Aliens, harvard, harvard aliens? 'Oumuamua? Planet 9? Dinosaurs?
Can physicists be physics crackpots? Of course. Is Avi Loeb a crackpot? Maybe.
The Avi Loeb criticism starts around 24:00.
Francis Perey atlantic article: https://www.theatlantic.com/science/archive/2018/11/science-full-mavericks-like-my-grandfather-was-his-physics-theory-right/574573/
published: 25 Aug 2022
-
🖋 Word Sense Disambiguation in Colab using KerasNLP.
💻 Colab : https://colab.research.google.com/drive/18f_zHHAsLw5wTvwIsqbbCt0vHUo3eXkh#scrollTo=ucdAmePvir2e
🛠️ Project GitHub : https://github.com/aalgirdas/wordnet_onto
📝 Research paper: https://www.mdpi.com/2076-3417/14/13/5550
published: 13 May 2024
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Entity Disambiguation with Extreme Multi label Ranking
Jyun-Yu Jiang, Amazon Search, Palo Alto, USA
published: 23 Jul 2024
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Magnus Carlsen Plays Bongcloud Opening Against Hikaru Nakamura and They Laugh While They Are Playing
Magnus Carlsen vs Hikaru Nakamura in Magnus Carlsen Invitational 2021.
♜ Visit our deals page for our limited time offers!: https://events.chess24.com/deals/?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
♜ Become a Premium member to get access to everything chess24 has to offer: https://explore.chess24.com/premium?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Watch live and on-demand shows: https://chess24.com/en/live/video/?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Follow top tournaments with our state-of-the-art broadcast system: https://chess24.com/en/watch/live-tournaments?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Play chess in our playzone: https://chess24.com/en/play/che...
published: 15 Mar 2021
-
Top 5 Afterlife Movies
If you want to see the life after death or the world to come you should definitely watch our picks for the best Afterlife movies.
Discover the best…
📹 YouTube tool: https://www.tubebuddy.com/communitv
We missed your favorite Afterlife Movie? Let us know in the comments!
Follow us on...
Instagram: http://bit.ly/2rnljTB
Facebook: http://bit.ly/2PbYxGn
Movies in this Ranking:
5. Hereafter (2010): (00:11)
4. The Lovely Bones (2009): (02:25)
3. What Dreams May Come (1998): (04:48)
2. Ghost (1990): (06:17)
1. Beetlejuice (1988): (08:24)
You want to work with us?
For collaboration requests please contact us via…
Mail: [email protected]
We are a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for us to earn fees by lin...
published: 25 Jun 2022
-
Ukrainian Visual Word Sense Disambiguation Benchmark @ UNLP 2024
Authors: Yurii Laba, Yaryna Mohytych, Ivanna Rohulia, Halyna Kyryleyza, Hanna Dydyk-Meush, Oles Dobosevych, and Rostyslav Hryniv
Paper: https://aclanthology.org/2024.unlp-1.8/
Abstract: This study presents a benchmark for evaluating the Visual Word Sense Disambiguation (Visual-WSD) task in Ukrainian. The main goal of the Visual-WSD task is to identify, with minimal contextual information, the most appropriate representation of a given ambiguous word from a set of ten images. To construct this benchmark, we followed a methodology similar to that proposed by (CITATION), who previously introduced benchmarks for the Visual-WSD task in English, Italian, and Farsi. This approach allows us to incorporate the Ukrainian benchmark into a broader framework for cross-language model performance compar...
published: 06 Jun 2024
-
How should we think about disambiguation?
Eric & Ankit explain disambiguation and how to interpret responses that aren't straightforward.
To learn more, please visit http://www.allyo.com
published: 19 Jul 2018
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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...
published: 01 May 2022
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: 528
35:11
093 Keyword Disambiguation Using Transformers and Clustering to Build Cleaner Knowledge - NODES2022
Natural language processing is an indispensable toolkit to build knowledge graphs from unstructured data. However, it comes with a price. Keywords and entities ...
Natural language processing is an indispensable toolkit to build knowledge graphs from unstructured data. However, it comes with a price. Keywords and entities in unstructured texts are ambiguous - the same concept can be expressed by many different linguistic variations. The resulting knowledge graph would thus be polluted with many nodes representing the same entity without any order. In this session, we show how the semantic similarity based on transformer embeddings and agglomerative clustering can help in the domain of academic disciplines and research fields and how Neo4j improves the browsing experience of this knowledge graph.
Speakers: Federica Ventruto, Alessia Melania Lonoce
Format: Full Session 30-45 min
Level: Advanced
Topics: #KnowledgeGraph, #MachineLearning, #Visualization, #General, #Advanced
Region: EMEA
Slides: https://dist.neo4j.com/nodes-20202-slides/093%20Keyword%20Disambiguation%20Using%20Transformers%20and%20Clustering%20to%20Build%20Cleaner%20Knowledge%20Graphs%20-%20NODES2022%20EMEA%20Advanced%206%20-%20Federica%20Ventruto%2C%20Alessia%20Melania%20Lonoce.pdf
Visit https://neo4j.com/nodes-2022 learn more at https://neo4j.com/developer/get-started and engage at https://community.neo4j.com
https://wn.com/093_Keyword_Disambiguation_Using_Transformers_And_Clustering_To_Build_Cleaner_Knowledge_Nodes2022
Natural language processing is an indispensable toolkit to build knowledge graphs from unstructured data. However, it comes with a price. Keywords and entities in unstructured texts are ambiguous - the same concept can be expressed by many different linguistic variations. The resulting knowledge graph would thus be polluted with many nodes representing the same entity without any order. In this session, we show how the semantic similarity based on transformer embeddings and agglomerative clustering can help in the domain of academic disciplines and research fields and how Neo4j improves the browsing experience of this knowledge graph.
Speakers: Federica Ventruto, Alessia Melania Lonoce
Format: Full Session 30-45 min
Level: Advanced
Topics: #KnowledgeGraph, #MachineLearning, #Visualization, #General, #Advanced
Region: EMEA
Slides: https://dist.neo4j.com/nodes-20202-slides/093%20Keyword%20Disambiguation%20Using%20Transformers%20and%20Clustering%20to%20Build%20Cleaner%20Knowledge%20Graphs%20-%20NODES2022%20EMEA%20Advanced%206%20-%20Federica%20Ventruto%2C%20Alessia%20Melania%20Lonoce.pdf
Visit https://neo4j.com/nodes-2022 learn more at https://neo4j.com/developer/get-started and engage at https://community.neo4j.com
- published: 30 Nov 2022
- views: 510
1:06:38
harvard & aliens & crackpots: a disambiguation of Avi Loeb
Crackpots 2: Aliens, harvard, harvard aliens? 'Oumuamua? Planet 9? Dinosaurs?
Can physicists be physics crackpots? Of course. Is Avi Loeb a crackpot? Maybe.
T...
Crackpots 2: Aliens, harvard, harvard aliens? 'Oumuamua? Planet 9? Dinosaurs?
Can physicists be physics crackpots? Of course. Is Avi Loeb a crackpot? Maybe.
The Avi Loeb criticism starts around 24:00.
Francis Perey atlantic article: https://www.theatlantic.com/science/archive/2018/11/science-full-mavericks-like-my-grandfather-was-his-physics-theory-right/574573/
https://wn.com/Harvard_Aliens_Crackpots_A_Disambiguation_Of_Avi_Loeb
Crackpots 2: Aliens, harvard, harvard aliens? 'Oumuamua? Planet 9? Dinosaurs?
Can physicists be physics crackpots? Of course. Is Avi Loeb a crackpot? Maybe.
The Avi Loeb criticism starts around 24:00.
Francis Perey atlantic article: https://www.theatlantic.com/science/archive/2018/11/science-full-mavericks-like-my-grandfather-was-his-physics-theory-right/574573/
- published: 25 Aug 2022
- views: 387548
11:39
🖋 Word Sense Disambiguation in Colab using KerasNLP.
💻 Colab : https://colab.research.google.com/drive/18f_zHHAsLw5wTvwIsqbbCt0vHUo3eXkh#scrollTo=ucdAmePvir2e
🛠️ Project GitHub : https://github.com/aalgirdas/word...
💻 Colab : https://colab.research.google.com/drive/18f_zHHAsLw5wTvwIsqbbCt0vHUo3eXkh#scrollTo=ucdAmePvir2e
🛠️ Project GitHub : https://github.com/aalgirdas/wordnet_onto
📝 Research paper: https://www.mdpi.com/2076-3417/14/13/5550
https://wn.com/🖋_Word_Sense_Disambiguation_In_Colab_Using_Kerasnlp.
💻 Colab : https://colab.research.google.com/drive/18f_zHHAsLw5wTvwIsqbbCt0vHUo3eXkh#scrollTo=ucdAmePvir2e
🛠️ Project GitHub : https://github.com/aalgirdas/wordnet_onto
📝 Research paper: https://www.mdpi.com/2076-3417/14/13/5550
- published: 13 May 2024
- views: 117
1:33
Magnus Carlsen Plays Bongcloud Opening Against Hikaru Nakamura and They Laugh While They Are Playing
Magnus Carlsen vs Hikaru Nakamura in Magnus Carlsen Invitational 2021.
♜ Visit our deals page for our limited time offers!: https://events.chess24.com/deals/?u...
Magnus Carlsen vs Hikaru Nakamura in Magnus Carlsen Invitational 2021.
♜ Visit our deals page for our limited time offers!: https://events.chess24.com/deals/?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
♜ Become a Premium member to get access to everything chess24 has to offer: https://explore.chess24.com/premium?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Watch live and on-demand shows: https://chess24.com/en/live/video/?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Follow top tournaments with our state-of-the-art broadcast system: https://chess24.com/en/watch/live-tournaments?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Play chess in our playzone: https://chess24.com/en/play/chess?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Improve your chess by learning from grandmasters in interactive videos: https://chess24.com/en/learn/videoseries?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
https://wn.com/Magnus_Carlsen_Plays_Bongcloud_Opening_Against_Hikaru_Nakamura_And_They_Laugh_While_They_Are_Playing
Magnus Carlsen vs Hikaru Nakamura in Magnus Carlsen Invitational 2021.
♜ Visit our deals page for our limited time offers!: https://events.chess24.com/deals/?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
♜ Become a Premium member to get access to everything chess24 has to offer: https://explore.chess24.com/premium?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Watch live and on-demand shows: https://chess24.com/en/live/video/?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Follow top tournaments with our state-of-the-art broadcast system: https://chess24.com/en/watch/live-tournaments?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Play chess in our playzone: https://chess24.com/en/play/chess?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
► Improve your chess by learning from grandmasters in interactive videos: https://chess24.com/en/learn/videoseries?utm_source=youtube.com&utm_medium=owned_social&utm_campaign=chess24.5
- published: 15 Mar 2021
- views: 5532593
9:57
Top 5 Afterlife Movies
If you want to see the life after death or the world to come you should definitely watch our picks for the best Afterlife movies.
Discover the best…
📹 YouTube ...
If you want to see the life after death or the world to come you should definitely watch our picks for the best Afterlife movies.
Discover the best…
📹 YouTube tool: https://www.tubebuddy.com/communitv
We missed your favorite Afterlife Movie? Let us know in the comments!
Follow us on...
Instagram: http://bit.ly/2rnljTB
Facebook: http://bit.ly/2PbYxGn
Movies in this Ranking:
5. Hereafter (2010): (00:11)
4. The Lovely Bones (2009): (02:25)
3. What Dreams May Come (1998): (04:48)
2. Ghost (1990): (06:17)
1. Beetlejuice (1988): (08:24)
You want to work with us?
For collaboration requests please contact us via…
Mail:
[email protected]
We are a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for us to earn fees by linking to Amazon.com and affiliated sites.
https://wn.com/Top_5_Afterlife_Movies
If you want to see the life after death or the world to come you should definitely watch our picks for the best Afterlife movies.
Discover the best…
📹 YouTube tool: https://www.tubebuddy.com/communitv
We missed your favorite Afterlife Movie? Let us know in the comments!
Follow us on...
Instagram: http://bit.ly/2rnljTB
Facebook: http://bit.ly/2PbYxGn
Movies in this Ranking:
5. Hereafter (2010): (00:11)
4. The Lovely Bones (2009): (02:25)
3. What Dreams May Come (1998): (04:48)
2. Ghost (1990): (06:17)
1. Beetlejuice (1988): (08:24)
You want to work with us?
For collaboration requests please contact us via…
Mail:
[email protected]
We are a participant in the Amazon Services LLC Associates Program, an affiliate advertising program designed to provide a means for us to earn fees by linking to Amazon.com and affiliated sites.
- published: 25 Jun 2022
- views: 55776
8:46
Ukrainian Visual Word Sense Disambiguation Benchmark @ UNLP 2024
Authors: Yurii Laba, Yaryna Mohytych, Ivanna Rohulia, Halyna Kyryleyza, Hanna Dydyk-Meush, Oles Dobosevych, and Rostyslav Hryniv
Paper: https://aclanthology.org...
Authors: Yurii Laba, Yaryna Mohytych, Ivanna Rohulia, Halyna Kyryleyza, Hanna Dydyk-Meush, Oles Dobosevych, and Rostyslav Hryniv
Paper: https://aclanthology.org/2024.unlp-1.8/
Abstract: This study presents a benchmark for evaluating the Visual Word Sense Disambiguation (Visual-WSD) task in Ukrainian. The main goal of the Visual-WSD task is to identify, with minimal contextual information, the most appropriate representation of a given ambiguous word from a set of ten images. To construct this benchmark, we followed a methodology similar to that proposed by (CITATION), who previously introduced benchmarks for the Visual-WSD task in English, Italian, and Farsi. This approach allows us to incorporate the Ukrainian benchmark into a broader framework for cross-language model performance comparisons. We collected the benchmark data semi-automatically and refined it with input from domain experts. We then assessed eight multilingual and multimodal large language models using this benchmark. All tested models performed worse than the zero-shot CLIP-based baseline model (CITATION) used by (CITATION) for the English Visual-WSD task. Our analysis revealed a significant performance gap in the Visual-WSD task between Ukrainian and English.
https://wn.com/Ukrainian_Visual_Word_Sense_Disambiguation_Benchmark_Unlp_2024
Authors: Yurii Laba, Yaryna Mohytych, Ivanna Rohulia, Halyna Kyryleyza, Hanna Dydyk-Meush, Oles Dobosevych, and Rostyslav Hryniv
Paper: https://aclanthology.org/2024.unlp-1.8/
Abstract: This study presents a benchmark for evaluating the Visual Word Sense Disambiguation (Visual-WSD) task in Ukrainian. The main goal of the Visual-WSD task is to identify, with minimal contextual information, the most appropriate representation of a given ambiguous word from a set of ten images. To construct this benchmark, we followed a methodology similar to that proposed by (CITATION), who previously introduced benchmarks for the Visual-WSD task in English, Italian, and Farsi. This approach allows us to incorporate the Ukrainian benchmark into a broader framework for cross-language model performance comparisons. We collected the benchmark data semi-automatically and refined it with input from domain experts. We then assessed eight multilingual and multimodal large language models using this benchmark. All tested models performed worse than the zero-shot CLIP-based baseline model (CITATION) used by (CITATION) for the English Visual-WSD task. Our analysis revealed a significant performance gap in the Visual-WSD task between Ukrainian and English.
- published: 06 Jun 2024
- views: 36
6:08
How should we think about disambiguation?
Eric & Ankit explain disambiguation and how to interpret responses that aren't straightforward.
To learn more, please visit http://www.allyo.com
Eric & Ankit explain disambiguation and how to interpret responses that aren't straightforward.
To learn more, please visit http://www.allyo.com
https://wn.com/How_Should_We_Think_About_Disambiguation
Eric & Ankit explain disambiguation and how to interpret responses that aren't straightforward.
To learn more, please visit http://www.allyo.com
- published: 19 Jul 2018
- views: 186
23:19
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 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!
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
https://wn.com/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: 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
- published: 01 May 2022
- views: 1387329