RAPwHYQQtX (explore)

Nanopublication: RAPwHYQQtX

Full identifier: https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0

Raw formats: TriG(html,txt), JSON-LD(txt), N-Quads(txt), XML(txt)

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CoSMO Semantic Post SemanticPost comment approve/disapprove edit as derived nanopublication

https://arxiv.org/abs/2311.13171 2311.13171 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "preprint" .

https://www.alphaxiv.org/pdf/2408.03092 2408.03092 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "webpage" .

https://x.com/prateeky2806/status/1727589818618523783 status/1727589818618523783 https://sense-nets.xyz/hasZoteroItemType hasZoteroItemType (this is a literal) "forumPost" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion this assertion http://purl.org/dc/terms/creator creator https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts Leshem Choshen 🤖🤗 @ICML wanna talk? .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion this assertion http://purl.org/spar/cito/includesQuotationFrom includesQuotationFrom https://x.com/prateeky2806/status/1727589818618523783 status/1727589818618523783 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion this assertion http://www.w3.org/2000/01/rdf-schema#comment comment (this is a literal) " Merging models trained for long with WIDEN When models were trained on a lot of data they diverged further from the baseline (e.g. in continual pretraining for additional languages), current merging methods underperform in this setting https://alphaxiv.org/pdf/2408.03092 @AlibabaGroup https://twitter.com/LChoshen/status/1823002789217493392/photo/1 How do you do that? Let's assume we update a matrix with a few models. Pick a pretrained model and consider the rest of the models as diff from it (task vectors) Normalize the row of each model, separating the normalization factor (magnitude) and direction (row) Now we weigh every row by how much it changed (higher = better) and average all together + some trick to sometimes keep the original weight so weights might not sum to 1. You can see how this follows recent findings about direction and size (e.g. https://x.com/prateeky2806/status/1727589818618523783) While the results in "just" merging are not changing that much, merging with a continually trained model (Sailor) that added many languages look quite good! https://twitter.com/LChoshen/status/1823002796259791276/photo/1 Criticism (@askalphaxiv didn't upload comment): There is a vast overclaiming calling Sailor a different pretrained model. Quite complex, hard to know if it will generalize and they only show a specific model. " .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion this assertion https://schema.org/keywords keywords (this is a literal) "Sailor" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion The assertion above http://www.w3.org/ns/prov#linksTo linksTo https://x.com/LChoshen/status/1823002789217493392 status/1823002789217493392 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion The assertion above http://www.w3.org/ns/prov#wasAssociatedWith wasAssociatedWith https://x.com/LChoshen LChoshen .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts Leshem Choshen 🤖🤗 @ICML wanna talk? .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#assertion The assertion above http://www.w3.org/ns/prov#wasGeneratedBy wasGeneratedBy This is a local identifier minted within the nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#activity activity .

https://sense-nets.xyz/ Sensenets http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://www.w3.org/ns/prov#SoftwareAgent SoftwareAgent .

https://sense-nets.xyz/ Sensenets http://www.w3.org/ns/prov#actedOnBehalfOf actedOnBehalfOf https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts Leshem Choshen 🤖🤗 @ICML wanna talk? .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#activity activity http://www.w3.org/1999/02/22-rdf-syntax-ns#type type https://sense-nets.xyz/supervisedActivity supervisedActivity .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#activity activity http://www.w3.org/ns/prov#wasAssociatedWith wasAssociatedWith https://sense-nets.xyz/ Sensenets .

https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts Leshem Choshen 🤖🤗 @ICML wanna talk? http://xmlns.com/foaf/0.1/account account https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496 .

https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts Leshem Choshen 🤖🤗 @ICML wanna talk? http://xmlns.com/foaf/0.1/account account https://x.com/LChoshen LChoshen .

https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts Leshem Choshen 🤖🤗 @ICML wanna talk? http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Leshem Choshen 🤖🤗 @ICML wanna talk?" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "CoSMO Semantic Post" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type https://sense-nets.xyz/SemanticPost SemanticPost .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2024-09-03T21:16:16.131Z" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#sig sig http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#sig sig http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal) "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEArHtI92jm8pAYVsvJabxLGfOT+7G0JyJGh2gwjB5x2pFPga6wWTd+rNBWWUZViIFnaJrBEsJpgdnoupLU9ppwn+khMiGRfxqGsDDzwHcj3Jc75CRys7d3etwXdBdoXfBgjsJiZBazwm13idr6tljRrC1TaEJBnRQAqzBw9cLDeGY77cSznzXT39feUGT168dpCSE9O6u/48DvvWVqciHGsH9cQ+LroJJVsMrorwtsdZnAK+q48wtIP6pIpw5shSJ5LnA0qeN/f4TvTFDV6ItYIXjiWWpTECc/Bxmfnyat3B5xWCu9nvz8fEs7Ns0TuzQwT3/K55iSKDEIi/E0nO97xwIDAQAB" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "BMCHmxj4685c4tB4MzssQlbmilVpyC5oQEPuiEqc4AHbLlU0uJStQhpua7d52ZKIDFMi9nmrvLJc7eFuYs6gyjJzve0WY5BNHdpurTkJeU3Tyh9G2vsmlVof2FQc6QaijFR5DFKECKems3CSMJuBxChDj+hqrjS6DloVTdEIEalSHXsOw0utP7P/ZZvdhvkTMYaPPhuJspFjyGYmfLVb/m+Gr2zlsQgXRxdS5qc8LvGdAAjRxS4LAwzk7rklJXEfyDEWZ+B9V5hPzsmmqb60iFPaA9PHyqFGUT+EP1WFyJdIVL5PS48izFWx0+KDaTH4Nm6JrQUSO8kNx348rgKYZA==" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://sense-nets.xyz/ Sensenets .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0#sig sig http://www.w3.org/ns/prov#wasAssociatedWith wasAssociatedWith https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16VtssigningDelegation RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16VtssigningDelegation .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 this nanopublication http://purl.org/dc/terms/creator creator https://w3id.org/np/RAoSadUw99CeqDlR2400018nqTzR_38fT86OrTzk16Vts Leshem Choshen 🤖🤗 @ICML wanna talk? .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 this nanopublication http://purl.org/dc/terms/license license https://creativecommons.org/licenses/by/4.0/ 4.0 .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 this nanopublication http://www.w3.org/ns/prov#wasAttributedTo wasAttributedTo https://orcid.org/0000-0002-0085-6496 0000-0002-0085-6496 .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAPwHYQQtXh6p3DQQ066TmpKOBMIWkerAYv-chCViAqC0 this nanopublication https://sense-nets.xyz/hasRootSigner hasRootSigner (this is a literal) "0xf6ECcfD463afB464dcC85b051DF2E93E2646E6D2" .

Sensenets, 3 Sep 2024, 21:16:16 UTC

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