is there a #Summarization plugin for #obsidian based on #LangChain?

What about that metadata that is present? Grusky et al. (https://doi.org/10.18653/v1/N18-1065 ) realized that, because page authors create that metadata, it can serve as ground truth to evaluate #Automatic #Summarization.

We analyzed pages from #WebArchiving and saw how this metadata evolved. By 2010 we saw a metadata explosion with the use of #Twitter Cards, Open Graph Protocol, #Facebook Tracking, and more. Things like Twitter cards created a metadata renaissance for HTML.

Ref: https://doi.org/10.1109/JCDL52503.2021.00023

Social cards are generated based on #metadata present in web pages. If the author does not create the metadata, the service will not create the card. What do we do for web pages that predate this metadata?

A lot of #Automatic #Summarization techniques can help us create the description part of social cards, but what about the image? In 2021, we found that Random Forest #MachineLearning can help choose the correct image using easy-to-calculate features.

Ref: https://doi.org/10.1145/3447535.3462505

In 2020, we developed a special tool, MementoEmbed, for generating/extracting metadata from archived web pages. We presented this tool at the Web Archiving and Digital Libraries Workshop (WADL2020).

We found out that #Twitter, #Facebook, #Tumblr, and others could not reliably create cards for archived web pages. We use MementoEmbed’s cards in #Storytelling with our tool Raintale to create a #Visualization of this #Summarization.

#WebArchiving #DigitalPreservation

Ref: https://arxiv.org/abs/2008.00137

Elon is planning to effectively kill social cards on #Twitter. Social cards were a big part of my dissertation work. I published a few papers about generating them via #ComputerVision, #NLP, and #MachineLearning because they make for nice bits of document #Summarization and #Storytelling. Now Musk wants them gone to force journalists to write articles directly on Twitter.

Ref (paywall): https://fortune.com/2023/08/21/elon-musk-plans-remove-headlines-news-articles-link-shared-on-x-twitter/
Ref (article about paywalled article): https://9to5mac.com/2023/08/21/twitter-to-hide-news-headlines/

#TwitterMigration

Stories about #metaverse, #AI #LLM #summarization #algorithms #PromptEngineering #licensing #Kaedim #Feather #PinkFloyd #VanessaCarlton and much more!

http://gamesatwork.biz/2023/08/21/e429-promptly-engineering/

#shownotes for #podcast e429 are done, & publication set for tomorrow on https://www.gamesatwork.biz & all your favorite podcast feeds!  Topics: #metaverse, #AI #LLM #summarization #algorithms #PromptEngineering #licensing #Kaedim #Feather #PinkFloyd #VanessaCarlton and much more! 

4/6: 💡 What makes DoppeLLaMA stand out is its ability to generate informative summaries. By fine-tuning GPT-3.5 on specific datasets, it becomes proficient in understanding complex scientific concepts and condensing them into concise and readable summaries. #NLP #Summarization

@msh
Not true. All the #benchmarks say otherwise. You have to look past the hyped #LLMs to the bread and butter BERT and BART models, but the trend is undeniable:

https://paperswithcode.com/area/natural-language-processing

#classification #retrieval #summarization #QuestionAnswering #translation #generation #NER #VQA

You name an NLP problem and there's an LLM that is now better at it than the average human. Not so 2 yrs ago. Times they are a change'n.
@futurebird

🐘 Hey there, fellow users! 📰🔍
As an avid reader, I rely on ChatGPT to summarize and provide key takeaways from articles and newsletters. But here's the question: Can I trust it? 🤔🔒
#AI #Summarization #Trustworthy #KeyTakeaways #ChatGPT

@ingorohlfing pity. If I cannot trust a tool to provide accurate information it's useless. I was hoping when it's about a #summarization tasks these new #llm tools would be able and be constrained to not make things up. After all, well working #abstractiveSummarization models already exist for some time. See, e.g., https://paperswithcode.com/task/abstractive-text-summarization/latest

#Brave #Search launches an AI-powered #summarization feature

Via
https://techcrunch.com/2023/03/02/brave-search-launches-an-ai-powered-summarization-feature/

Image Credit
Brave

Want to know about an instructional strategy that yields powerful gains for students? It’s a surface learning strategy intended to introduce students to new information. The strategy is so common yet seldom taught to students: Summarization. https://blog.tcea.org/summarization-empowers-student-learning/

#education #tcea #edutooter #research #summarization #instruction #teaching #strategies @edutooter @edutooters

#ITByte: #Text #Summarization is a very useful and important part of Natural Language Processing (NLP).

Know more about the application of text summarization, implementation approaches and #Frameworks.

https://knowledgezone.co.in/posts/6394366618f02731f467ecee

Embrace Lifelong Learning, Or Else • TechNotes Blog

For students, summarizing can be straightforward. They can learn to circle the main idea, underline details, and use sentence starters to summarize.

#edtech #summarization #future #education #edutooter #tcea @edutooters

https://blog.tcea.org/embrace-lifelong-learning/

Text Summarization is hard.
Abstract text #summarization of scientific information is really hard. #nlproc #LLMs

https://www-technologyreview-com.cdn.ampproject.org/c/s/www.technologyreview.com/2022/11/18/1063487/meta-large-language-model-ai-only-survived-three-days-gpt-3-science/amp/

The video of Michele C. Weigle's #NLMHistTalk "What’s in a Web Archive Collection? Summarization and Discovery of Archived Webpages," is now available at https://videocast.nih.gov/watch=44481

Michele C. Weigle is one of the faculty members leading the Web Science and Digital Libraries Group at Old Dominion University's Computer Science Department. If you are curious about their work, feel free to DM me.

#WebArchiving #Summarization #Discovery #NLP #MachineLearning #ML #Collections

TODAY! Michele C. Weigle, PhD, of Old Dominion University, will give the final #NLMHistTalk of the year, "What’s in a Web Archive Collection? Summarization and Discovery of Archived Webpages," today at 2:00 p.m. ET. Watch live: loom.ly/tT-T_ak

Ref: https://twitter.com/nlm_nih/status/1593258365584826369?s=61&t=N04klA_aeP_5FLCwRxhDPA

#WebArchiving #Summarization #Discovery #NLP #MachineLearning #ML #Collections