Author Interviews, Poster Highlights, Summary of the ACL 2023 Toronto NLP
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- Опубликовано: 7 июл 2024
- We have summarized the ACL 2023 Toronto conference for you. Here we recorded some posters we found interesting and author interviews.
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00:00 Intro
01:26 LLMs explain competitive programming
🐦 Szymon Tworkowski / s_tworkowski
📜 Li, Jierui, Szymon Tworkowski, Yingying Wu, and Raymond Mooney. "Explaining Competitive-Level Programming Solutions using LLMs.” arxiv.org/abs/2307.05337
📜 LongLLaMA: Tworkowski, Szymon, Konrad Staniszewski, Mikołaj Pacek, Yuhuai Wu, Henryk Michalewski, and Piotr Miłoś. "Focused Transformer: Contrastive Training for Context Scaling." arxiv.org/abs/2307.03170
08:51 Numerical reasoning in LLMs
🐦 Jasivan Sivakumar / jasivan_s
📜 “FERMAT: An Alternative to Accuracy for Numerical Reasoning” Sivakumar and Moosavi aclanthology.org/2023.acl-lon...
12:31 Pretraining on downstream data
🐦 Kundan Krishna / kundan_official
📜 Krishna, Kundan, Saurabh Garg, Jeffrey P. Bigham, and Zachary C. Lipton. "Downstream datasets make surprisingly good pretraining corpora.” aclanthology.org/2023.acl-lon...
13:53 The state of Vision and Language
🐦 Emanuele Bugliarello / ebugliarello
📜 Bugliarello, Emanuele, Laurent Sartran, Aishwarya Agrawal, Lisa Anne Hendricks, and Aida Nematzadeh. "Measuring Progress in Fine-grained Vision-and-Language Understanding." aclanthology.org/2023.acl-lon...
15:56 When is a language model a language model?
🐦 Li Du / leoduw
📜 Du, Li, Lucas Torroba Hennigen, Tiago Pimentel, Clara Meister, Jason Eisner, and Ryan Cotterell. "A measure-theoretic characterization of tight language models." aclanthology.org/2023.acl-lon...
19:00 Is attention really all you need?
🐦 Florian Mai / _florianmai
📜 Mai, Florian, Arnaud Pannatier, Fabio Fehr, Haolin Chen, Francois Marelli, Francois Fleuret, and James Henderson. "Hypermixer: An mlp-based low cost alternative to transformers.” aclanthology.org/2023.acl-lon...
22:43 Parsing in the era of LLMs
🐦 Franz Nowak / franz_nowak
📜 Nowak, Franz, and Ryan Cotterell. "A Fast Algorithm for Computing Prefix Probabilities." aclanthology.org/2023.acl-sho...
30:01 NLP applied to astrophysics 🤯
Paul Darm / pauldarm
📜 “Darm, Paul, Antonio Valerio Miceli-Barone, Shay B. Cohen, and Annalisa Riccardi. "Knowledge Base Question Answering for Space Debris Queries." aclanthology.org/2023.acl-ind...
36:13 Graphs matter even in the era of LLMs
🐦 Moritz Plenz / moritzplenz
📜 Plenz, Moritz, Juri Opitz, Philipp Heinisch, Philipp Cimiano, and Anette Frank. "Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation Tasks." aclanthology.org/2023.acl-lon...
42:54 General impressions of ACL2023
🐦 Jay Alammar / jayalammar
50:00 Outro
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Video editing: Nils Trost 
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I'm not in even NLP and understood quite a lot, good vibes Thanks 😊
Wow, this is so great to hear! Glad to have you around! :)
What is your field where you work, if I may ask? :)
Cool, thanks for sharing ❤
Very informative.. Kinda reverberated my mind in questions
This is great, thanks! ☺️
Amazing work! Thank you so much for sharing this
Keep up the good work 🎉
The video stabilization is lit! 🔥
Amazeballs 🙏
Great! thanks for making this video, This paper on graphs was particularly interesting. Staying on the theme of understanding: for me knowledge graphs are a potential key to move from stochastic parrots to some kind of understanding at least of the relationship between things and avoid hallucinations.
Waiting for video about Llama2 arch PauseChamp
Amazing video Letitia! Felt like I was there but without all the crowd in front and not being able to hear the presenters haha! Really cool idea :)
It was cool to see Jay at the end too!
Thanks, this was exactly the point of the video. Will you do something similar for your next conference? I'll warn you that this type of content doesn't bring much traction on RUclips, though. 😅 And a lot of work flows into it.
@@AICoffeeBreak haha I definitely see how much work this could be! I personally like to fully enjoy the conference without thinking of working or videos so I’m not sure I’d like to do that, but maybe I should try! :)
Yes, exactly this! And for folks who are not working in NLP or can't make it to one of these large conferences, it's a wonderful way to still feel like participating and to learn about the amazing work that is being carried out all around the globe. Massive thank you, Letitia, I thoroughly enjoyed this video! 🥹😊