https://www.lovenba.com/1142527/ KEVIN GARNETT’S FIRST NBA GAME | 11.5.1995 #BeamTeam #HallOfFame #KevinGarnett #KG #Kings #LightTheBeam #MinnesotaTimberwolves #NBA #NbaDebut #PacificDivision #rookie #Sacramento #SacramentoKings #Sactown #WesternConference

Malvika Raaj, young Poo from 'K3G', is set to tie the knot with long-time partner #MalvikaRaaj # #Poo #KG # #socialnewsxyz

https://www.socialnews.xyz/2023/08/04/malvika-raaj-young-poo-from-k3g-is-set-to-tie-the-knot-with-long-time-partner/

Justyn Vicky's spotter seems to lose his balance and can be seen falling backwards with him during the incident.
#kg #Indonesia #Bali
https://www.hindustantimes.com/world-news/fitness-trainer-dies-after-210-kg-weight-falls-on-neck-in-indonesias-bali-101690078393465.html

【現役歌舞伎町ホストのアートギャラリー】あいあむいおり展にカメラが潜入!! https://www.wacoca.com/videos/1782265/model/

#air #HAREM #HAREM総本店 #kg #kg-produce #KG9 #Roland #Uta #あいあむいおり #いおり #うた #おりもあい #かぶしろ #かぶそら #ハーレム #ハーレム総本店 #はっぴーたける #ホスト #ホストTV #ホストクラブ #ホストシリーズ #ローランド #ローランドショー #冬月 #新宿 #新宿歌舞伎町 #歌舞伎町 #歌舞伎町ホスト #歌舞伎町の空は白い #歌舞伎町の蘭社長

RT @SemanticsConf: 📢📢NEW BLOG POST

Anisa and Jennifer (Workshop and Tutorials Chairs of SEMANTiCS 2023) are pleased to reveal the accepted workshops, encouraging all researchers in these fields to consider submitting 🙌

Read more: 🌐https://semantics-org.github.io/page/news?page=2023-05-15

#fair #nlp #semanticweb #ontology #kg https://t.co/Ngebyir1BX

🐦🔗: https://n.respublicae.eu/EULawDataPubs/status/1661768588330512389

📢📢NEW BLOG POST

Anisa and Jennifer (Workshop and Tutorials Chairs of SEMANTiCS 2023) are pleased to reveal the accepted workshops, encouraging all researchers in these fields to consider submitting 🙌

Read more: 🌐https://semantics-org.github.io/page/news?page=2023-05-15

#fair #nlp #semanticweb #ontology #kg

When asked why he named his mangoes after Sharad Pawar, Gadge explained that the NCP chief had started the Phalbag Scheme during his regime as the CM of Maharashtra. Under the scheme, Gadge had planted around 7000 Kesar mango plants on 8 acres of land
#Mangoes #Kg #NCPSupremoSharadPawarGrabEyeballs #SolapurFestival
https://www.news18.com/india/maha-mangoes-weighing-2-5-kg-named-after-ncp-supremo-sharad-pawar-grab-eyeballs-in-solapur-festival-7850635.html

MAY’S『永遠』（佐野和真・桐谷美玲主演映画『音楽人』挿入歌） https://www.wacoca.com/videos/1676909/model/

#007 #Cancam #ESP #kg #MAY'S #NTTドコモ #Seventeen #ST #Tiara #いとしすぎて #オトメン #ガリレオ #ケータイ小説 #ゴーオンジャー #しゃべくり #セブンティーン #ブログ小説 #乙男 #仮面ライダー #佐野和真 #加藤慶祐 #古原靖久 #徳澤直子 #携帯小説 #映画 #桐谷美玲 #永遠 #足立梨花 #音楽人

We are happy to share our survey paper, the first to review the differences between conversational #AI models, such as #ChatGPT, and traditional question-answering systems for #KG. Thanks to my students (Reham Omarand Omij Mangukiya) and Panos Kalnis.
Our survey conducted a comprehensive evaluation, including four real #KGs of different application domains and 450 English questions of various linguistic complexity. Our paper proposes open research opportunities in developing #chatbots for #KGs.
The paper is available at https://arxiv.org/pdf/2302.06466.pdf

Proud of my student, Hussien Abdallah, for his dedicated work on his PhD. Our paper "Towards a GML-Enabled #Knowledge #Graph Platform" was accepted to #ICDE2023. We propose KGNet, a #graph #ML (GML) enabled RDF engine with GML as a service to automate the #AI pipelines on KG. KGNet automatically trains GNN models based on a given memory or time budget and maintains a #KG based on metadata collected during the training to help the KGNet query optimizer opt for the near-optimal execution plan of GNN-enabled queries on #KGs based on constraints related to model accuracy and inference time.

Hussien Abdallah is an outstanding candidate if you are looking for a research intern with a great experience in #KG, #GNN, sampling techniques, and exceptional programming skills.

Gave a presentation on 👏 "#AI in #drugdiscovery" 👏 at the One week National High End #Workshop on “Machine learning based approach for the identification of #biomarkers and for #drug #discovery”Under the #KARYASHALA Scheme, A SERB initiative (12th Dec -18th Dec, 2022) Funded by @Science and Engineering R. Science and Engineering Research Board (SERB), Government of India, Under Accelerate Vigyan Scheme at NIT Durgapur. 🔬 🔭 #metabolomics #machinelearning #KG #research #Enveda #hyderabad #india

Lecturing this morning at #EGC2023 organized by @associationEGC@twitter.com on why and how hybridizing #LLM and #KG, https://egc2023.sciencesconf.org/resource/page/id/20. Include #ChatGPT examples but mostly motivate the need for symbolic knowledge reasoning augmented with prompted engineering

Given that what many consider very large Knowledge Graphs #KG can fit in memory on even small machines. CPU and code layout starts to matter a lot. Looking at making the query evaluation reactive and that should really boost perf even more :D

Crap like this is why I hate being in SEO some days and worse getting asked why we aren't doing this. I never thought I would see "bio link building" and knowledge graph together as a service. #seo #kg #google

@BenjaminHan and rephrasing my earlier statement:

Using #knowledge as engineering short-hand for #inductivebias is fine. Use #KG as a type of implementation of #datastorage for #DNN, but not as #representation of #knowledge.

Another view point from which to consider the obvious deficit of #KG is the work of #Vervaeke et al, esp. the interpretation of “4 types of knowledge”.

https://www.psychologytoday.com/us/blog/theory-knowledge/202101/john-vervaeke-s-brilliant-4p3r-metatheory-cognition

@BenjaminHan also, coming back to ur OP ;-)

In practice, we find #KG useful to loosely couple databases across different “subcontexts”, bridging (not breaking) #organizational #silos. Yet, the shared context remains narrow and brittle.

#Transformers we find most useful to catch the longtail of at least a subcontext in a practically robust way.

And yes, #inductivebias here is informed by #KG, top-down, yet as always #datamodel of input is the determinant of predictive viability.

@BenjaminHan

Ofc, this is murky ground. But having worked on #KG myself, I am pessimistic.

Here is a research program: bootstrap the concept of “structure” by applying it first to simple organisms. Then go from organism to “(episodic) memory” and from there to “knowledge” as “governed by attention” (Jennings, https://aeon.co/essays/what-is-the-self-if-not-that-which-pays-attention).

The concept of “model” ofc is also fraught in biology but biosemiotics and relational biology do find traction. They offer a new starting point for #KG.

>>

Proud of my PhD student, Reham Osama, and my Master's student, Ishika Dhall, for their dedicated work on our paper "KGQAn: A Universal #Question-#Answering Platform for #KGs" which was accepted to #SIGMOD2023. This is their first paper with me and the first SIGMOD paper from my CoDS lab. KGQAn can work as an on-demand service to answer questions from an arbitrary #KG without any pre-processing. This is an excellent collaboration with Panos Kalnis.

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Summarizing this excellent systematic survey of 507 papers on the state of #KnowledgeGraph in #NLP since the first Internet-age #KG was announced 10 years ago:

Schneider et al. 2022. “A Decade of Knowledge Graphs in Natural Language Processing: A Survey.” https://arxiv.org/abs/2210.00105

1. Tasks surveyed are broadly divided into Knowledge Acquistion and Knowledge Application.

#PaperThread

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We are interested not just in the construction (#KGC) and serving aspects of KG, but also in how to apply #KG to any downstream AI tasks to make them better: all stages of #NLGPU, #inference and #reasoning, and many user-facing features too!

Love to learn more from the community about the latest development in all related areas!

#PaperThread #Industry