Leveraging Natural Supervision: Improving In-Context Few-Shot Learning via Self-Supervised Training
#naturalsupervision #selfsupervision #languagepretraining #improvingselfsupervision #selfsupervisedtraining #nextsentenceprediction #pretrainedlanguagemodels #improvingllmperformance
https://hackernoon.com/leveraging-natural-supervision-improving-in-context-few-shot-learning-via-self-supervised-training
#naturalsupervision #selfsupervision #languagepretraining #improvingselfsupervision #selfsupervisedtraining #nextsentenceprediction #pretrainedlanguagemodels #improvingllmperformance
https://hackernoon.com/leveraging-natural-supervision-improving-in-context-few-shot-learning-via-self-supervised-training
Hackernoon
Leveraging Natural Supervision: Improving In-Context Few-Shot Learning via Self-Supervised Training | HackerNoon
Prior work has found that the next sentence prediction loss used for pretraining is ineffective in improving downstream task performance.
Learning Discourse-Aware Sentence Representations from Document Structures
#llmnaturalsupervision #llmselfsupervision #llmlanguagepretraining #llmconcepthierarchies #llmentityrepresentations #wikipediasemanticknowledge #nlpforwikipedia #contextualizedrepresentations
https://hackernoon.com/learning-discourse-aware-sentence-representations-from-document-structures
#llmnaturalsupervision #llmselfsupervision #llmlanguagepretraining #llmconcepthierarchies #llmentityrepresentations #wikipediasemanticknowledge #nlpforwikipedia #contextualizedrepresentations
https://hackernoon.com/learning-discourse-aware-sentence-representations-from-document-structures
Hackernoon
Learning Discourse-Aware Sentence Representations from Document Structures | HackerNoon
In this study, researchers exploit rich, naturally-occurring structures on Wikipedia for various NLP tasks.
Leveraging Natural Supervision: Appendix B - Appendix To Chapter 6
#llmnaturalsupervision #llmselfsupervision #llmlanguagepretraining #llmwordprediction #ailanguagemodeling #aivectorrepresentations #aineuralmodels #aisentencerepresentations
https://hackernoon.com/leveraging-natural-supervision-appendix-b-appendix-to-chapter-6
#llmnaturalsupervision #llmselfsupervision #llmlanguagepretraining #llmwordprediction #ailanguagemodeling #aivectorrepresentations #aineuralmodels #aisentencerepresentations
https://hackernoon.com/leveraging-natural-supervision-appendix-b-appendix-to-chapter-6
Hackernoon
Leveraging Natural Supervision: Appendix B - Appendix To Chapter 6 | HackerNoon
In this study, researchers describe three lines of work that seek to improve the training and evaluation of neural models using naturally-occurring supervision.
Learning Semantic Knowledge from Wikipedia: Learning Entity Representations from Hyperlinks
#llmnaturalsupervision #llmselfsupervision #llmlanguagepretraining #llmconcepthierarchies #llmentityrepresentations #wikipediasemanticknowledge #nlpforwikipedia #contextualizedrepresentations
https://hackernoon.com/learning-semantic-knowledge-from-wikipedia-learning-entity-representations-from-hyperlinks
#llmnaturalsupervision #llmselfsupervision #llmlanguagepretraining #llmconcepthierarchies #llmentityrepresentations #wikipediasemanticknowledge #nlpforwikipedia #contextualizedrepresentations
https://hackernoon.com/learning-semantic-knowledge-from-wikipedia-learning-entity-representations-from-hyperlinks
Hackernoon
Learning Semantic Knowledge from Wikipedia: Learning Entity Representations from Hyperlinks | HackerNoon
In this study, researchers exploit rich, naturally-occurring structures on Wikipedia for various NLP tasks.
Microsoft and ARM: A Rocky Romance A Decade in the Making
#microsoft #copilotpluspc #windows #windowsonarm #microsoftsurface #windowsai #aicopilot #hackernoontopstory
https://hackernoon.com/microsoft-and-arm-a-rocky-romance-a-decade-in-the-making
#microsoft #copilotpluspc #windows #windowsonarm #microsoftsurface #windowsai #aicopilot #hackernoontopstory
https://hackernoon.com/microsoft-and-arm-a-rocky-romance-a-decade-in-the-making
Hackernoon
Microsoft and ARM: A Rocky Romance A Decade in the Making | HackerNoon
Microsoft's Copilot+ strategy is brilliant: building unique AI experiences that will become essential for Windows on ARM.
Discrete Mean Estimates and the Landau-Siegel Zero: Proof of Proposition 2.6
#mathematicalsciences #analyticnumbertheory #distributionofzeros #siegelstheorem #dirichletlfunctions #primitivecharactermodulus #landausiegelzero #zetafunction
https://hackernoon.com/discrete-mean-estimates-and-the-landau-siegel-zero-proof-of-proposition-26
#mathematicalsciences #analyticnumbertheory #distributionofzeros #siegelstheorem #dirichletlfunctions #primitivecharactermodulus #landausiegelzero #zetafunction
https://hackernoon.com/discrete-mean-estimates-and-the-landau-siegel-zero-proof-of-proposition-26
Hackernoon
Discrete Mean Estimates and the Landau-Siegel Zero: Proof of Proposition 2.6 | HackerNoon
Explore the proof of Proposition 2.6, simplified using results from Section 9 and Cauchy's inequality.