Matches in SemOpenAlex for { <https://semopenalex.org/work/W2950700332> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W2950700332 abstract "The FiLM model achieves close-to-perfect performance on diagnostic CLEVR dataset and is distinguished from other such models by having a comparatively simple and easily transferable architecture. In this paper, we investigate in more detail ability of FiLM to learn various linguistic constructions. Our main results show that (a) FiLM is not able to learn relational statements straight away except for very simple instances, (b) training on a broader set of instances as well as pretraining on simpler instance types can help alleviate these learning difficulties, (c) mixing is less robust than pretraining and very sensitive to compositional structure of dataset. Overall, our results suggest that approach of big all-encompassing datasets and paradigm of the effectiveness of data may have fundamental limitations." @default.
- W2950700332 created "2019-06-27" @default.
- W2950700332 creator A5012396877 @default.
- W2950700332 creator A5040529511 @default.
- W2950700332 creator A5091660696 @default.
- W2950700332 date "2018-09-09" @default.
- W2950700332 modified "2023-09-27" @default.
- W2950700332 title "How clever is the FiLM model, and how clever can it be?." @default.
- W2950700332 hasPublicationYear "2018" @default.
- W2950700332 type Work @default.
- W2950700332 sameAs 2950700332 @default.
- W2950700332 citedByCount "0" @default.
- W2950700332 crossrefType "posted-content" @default.
- W2950700332 hasAuthorship W2950700332A5012396877 @default.
- W2950700332 hasAuthorship W2950700332A5040529511 @default.
- W2950700332 hasAuthorship W2950700332A5091660696 @default.
- W2950700332 hasConcept C111472728 @default.
- W2950700332 hasConcept C119857082 @default.
- W2950700332 hasConcept C121332964 @default.
- W2950700332 hasConcept C123657996 @default.
- W2950700332 hasConcept C124101348 @default.
- W2950700332 hasConcept C138777275 @default.
- W2950700332 hasConcept C138885662 @default.
- W2950700332 hasConcept C154945302 @default.
- W2950700332 hasConcept C166957645 @default.
- W2950700332 hasConcept C177264268 @default.
- W2950700332 hasConcept C199360897 @default.
- W2950700332 hasConcept C204321447 @default.
- W2950700332 hasConcept C2522767166 @default.
- W2950700332 hasConcept C2780586882 @default.
- W2950700332 hasConcept C41008148 @default.
- W2950700332 hasConcept C62520636 @default.
- W2950700332 hasConcept C75684735 @default.
- W2950700332 hasConcept C95457728 @default.
- W2950700332 hasConceptScore W2950700332C111472728 @default.
- W2950700332 hasConceptScore W2950700332C119857082 @default.
- W2950700332 hasConceptScore W2950700332C121332964 @default.
- W2950700332 hasConceptScore W2950700332C123657996 @default.
- W2950700332 hasConceptScore W2950700332C124101348 @default.
- W2950700332 hasConceptScore W2950700332C138777275 @default.
- W2950700332 hasConceptScore W2950700332C138885662 @default.
- W2950700332 hasConceptScore W2950700332C154945302 @default.
- W2950700332 hasConceptScore W2950700332C166957645 @default.
- W2950700332 hasConceptScore W2950700332C177264268 @default.
- W2950700332 hasConceptScore W2950700332C199360897 @default.
- W2950700332 hasConceptScore W2950700332C204321447 @default.
- W2950700332 hasConceptScore W2950700332C2522767166 @default.
- W2950700332 hasConceptScore W2950700332C2780586882 @default.
- W2950700332 hasConceptScore W2950700332C41008148 @default.
- W2950700332 hasConceptScore W2950700332C62520636 @default.
- W2950700332 hasConceptScore W2950700332C75684735 @default.
- W2950700332 hasConceptScore W2950700332C95457728 @default.
- W2950700332 hasLocation W29507003321 @default.
- W2950700332 hasOpenAccess W2950700332 @default.
- W2950700332 hasPrimaryLocation W29507003321 @default.
- W2950700332 hasRelatedWork W2247148075 @default.
- W2950700332 hasRelatedWork W2574219039 @default.
- W2950700332 hasRelatedWork W2930047445 @default.
- W2950700332 hasRelatedWork W2959108703 @default.
- W2950700332 hasRelatedWork W2965127139 @default.
- W2950700332 hasRelatedWork W2965812174 @default.
- W2950700332 hasRelatedWork W2966464106 @default.
- W2950700332 hasRelatedWork W3003178379 @default.
- W2950700332 hasRelatedWork W3097784654 @default.
- W2950700332 hasRelatedWork W3103873238 @default.
- W2950700332 hasRelatedWork W3129779966 @default.
- W2950700332 hasRelatedWork W3135835319 @default.
- W2950700332 hasRelatedWork W3148050268 @default.
- W2950700332 hasRelatedWork W3156470785 @default.
- W2950700332 hasRelatedWork W3167352803 @default.
- W2950700332 hasRelatedWork W3171589712 @default.
- W2950700332 hasRelatedWork W3185107419 @default.
- W2950700332 hasRelatedWork W3206275068 @default.
- W2950700332 hasRelatedWork W824839023 @default.
- W2950700332 hasRelatedWork W2188016482 @default.
- W2950700332 isParatext "false" @default.
- W2950700332 isRetracted "false" @default.
- W2950700332 magId "2950700332" @default.
- W2950700332 workType "article" @default.