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Entreprise AND Social Networks

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44 Documents

The Embedding Archives: Millions of Wikipedia Article Embeddings in Many Languages

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2023-04-21 About

[2206.10658] Questions Are All You Need to Train a Dense Passage Retriever

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> **approach for training dense retrieval models that does not require any labeled training data**. Dense retrieval is a central challenge for open-domain tasks, such as Open QA, where state-of-the-art methods typically require large supervised datasets with custom hard-negative mining and denoising of positive examples.
>
> ART, in contrast, only requires access to unpaired inputs and outputs (e.g. questions and potential answer documents).
>
> It uses a new document-retrieval autoencoding scheme, where
> 1. an input question is used to retrieve a set of evidence documents, and
> 2. the documents are then used to compute the probability of reconstructing the original question.
>
> Training for retrieval based on question reconstruction enables effective unsupervised learning of both document and question encoders, which can be later incorporated into complete Open QA systems without any further finetuning.

[Tweet](doc:2022/07/devendra_singh_sachan_sur_twitt)

> Given an
input question, ART first retrieves a small set
of possible evidences documents. It then recon
structs
the original question by attending to these
documents
>
> The
key idea in ART is to consider the retrieved documents
as a noisy representation of the original
question and question reconstruction probability
as a way of denoising that provides soft-labels for
how likely each document is to have been the correct
result

Refers to [[IZACARD 2012.04584] Distilling Knowledge from Reader to Retriever for Question Answering](doc:2020/12/2012_04584_distilling_knowled)

2022-07-06 About

Sentence Embedding Fine-tuning for the French Language | by La Javaness R&D | Feb, 2022 | Medium

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2022-03-31 About

Semantic search through a vectorized Wikipedia (SentenceBERT) with the Weaviate vector search engine

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2021-12-05 About

Tutorial: Training AI bots to chat using MTurk and Facebook’s ParlAI | by Amazon Mechanical Turk | Happenings at MTurk

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2021-11-19 About

Project NERA: State Attorneys General claim Google is planning to turn the internet into a "walled garden" - MSPoweruser

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2021-10-25 About

fasterthanlime 🌌 sur Twitter : google has a secret deal with facebook called "Jedi Blue"

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2021-10-25 About

Sahajtomar/french_semantic · Hugging Face

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2021-10-14 About

[1901.04085] Passage Re-ranking with BERT

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2021-03-26 About

Hugging Face sur Twitter : "Transformers release of the Retrieval-Augmented Generation model in collaboration with @facebookai!"

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2021-02-23 About

[2010.00402] From Trees to Continuous Embeddings and Back: Hyperbolic Hierarchical Clustering

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2020-10-03 About

Facebook apologizes to users, businesses for Apple’s monstrous efforts to protect its customers' privacy • The Register

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2020-08-27 About

Finding similar documents with transformers · Codegram

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2020-07-10 About

[1911.03814] Scalable Zero-shot Entity Linking with Dense Entity Retrieval

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2020-05-02 About

[2002.11402] Detecting Potential Topics In News Using BERT, CRF and Wikipedia

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2020-02-27 About

Paris NLP Season 4 Meetup #3 – Paris NLP (2020)

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2020-01-23 About

CamemBERT

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CamemBERT

2019-11-10 About

[1911.01464] Emerging Cross-lingual Structure in Pretrained Language Models

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2019-11-06 About

Combining Knowledge with Deep Convolutional Neural Networks for Short Text Classification (2017)

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2019-05-20 About

[1712.09405] Advances in Pre-Training Distributed Word Representations

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2017-12-29 About

#PageRank-based #Wikidata autocomplete powered by #Apache #Solr

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2017-10-21 About

The Automotive Ontology Working Group - Community - Google+

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2014-07-24 About

Thanks for nothing, jerkface | ZDNet

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2014-06-08 About

Google+ For Auto Dealers, Mechanics, and Auto Parts Stores | Above the Fold & Socially Acceptable

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2014-05-01 About

schema.org - Google+

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2013-07-07 About

Lockdown – Marco.org

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2013-07-04 About

At SemTechBiz, Knowledge Graphs Are Everywhere - semanticweb.com

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2013-06-18 About

GAO wiki

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2013-06-03 About

Facebook Is Quietly Ramping Up A Product That 'Kills Us,' Says Yahoo Source - Business Insider

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2012-11-22 About

Why is Google not showing rich snippets for my pages? - GoodRelations Wiki

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2012-10-15 About

tagliatelle delicious RDFizer

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2009-04-11 About

Data Scraping Wikipedia with Google Spreadsheets « OUseful.Info, the blog…

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2008-10-18 About

Injecting Facebook Data into the Semantic Data Web

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2007-07-28 About

dowhatimean.net » Exporting the OS X Address Book to FOAF

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2006-10-09 About

Pathway

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2006-10-06 About

delicious java API

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2006-09-25 About

SourceForge.net: del.icio.us Java API

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2006-05-13 About

SnipSnap

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2006-02-06 About

Joho the Blog: IBM shows del.icio.us for the enterprise, and more

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2005-11-10 About

Help:Running MediaWiki on Mac OS X - Meta

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2005-10-11 About

HubLog: Graph del.icio.us related tags

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2005-09-25 About

hackdiary: Using Wikipedia and the Yahoo API to give structure to flat lists

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2005-09-05 About

Transnets, des gadgets aux réseaux: Le moteur de recherche : interface et miroir (1)

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2005-07-08 About

http://www.jspwiki.org

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2005-05-04 About