Skip to content
Snippets Groups Projects
Commit d2a51f8e authored by Tania Bladier's avatar Tania Bladier
Browse files

update literature

parent c443c73f
Branches
No related tags found
No related merge requests found
File added
File added
File added
F&P1.pdf 0 → 100644
File added
PDP.pdf 0 → 100644
File added
......@@ -39,7 +39,7 @@
abstract = {Natural language is characterized by compositionality: the meaning of a complex expression is constructed from the meanings of its constituent parts. To facilitate the evaluation of the compositional abilities of language processing architectures, we introduce COGS, a semantic parsing dataset based on a fragment of English. The evaluation portion of COGS contains multiple systematic gaps that can only be addressed by compositional generalization; these include new combinations of familiar syntactic structures, or new combinations of familiar words and familiar structures. In experiments with Transformers and LSTMs, we found that in-distribution accuracy on the COGS test set was near-perfect (96{--}99{\%}), but generalization accuracy was substantially lower (16{--}35{\%}) and showed high sensitivity to random seed (+-6{--}8{\%}). These findings indicate that contemporary standard NLP models are limited in their compositional generalization capacity, and position COGS as a good way to measure progress.},
doi = {10.18653/v1/2020.emnlp-main.731},
file = {:COGS-2020.pdf:PDF},
groups = {data},
groups = {data, Groupe de lecture},
url = {https://aclanthology.org/2020.emnlp-main.731},
}
......@@ -1110,6 +1110,63 @@
url = {https://api.semanticscholar.org/CorpusID:265157937},
}
@Article{rumelhart1986general,
author = {Rumelhart, David E and Hinton, Geoffrey E and McClelland, James L and others},
journal = {Parallel distributed processing: Explorations in the microstructure of cognition},
title = {A general framework for parallel distributed processing},
year = {1986},
number = {45-76},
pages = {26},
volume = {1},
file = {:PDP.pdf:PDF},
groups = {Groupe de lecture},
publisher = {Cambridge, MA: MIT Press},
}
@Article{elman1991distributed,
author = {Elman, Jeffrey L},
journal = {Machine learning},
title = {Distributed representations, simple recurrent networks, and grammatical structure},
year = {1991},
pages = {195--225},
volume = {7},
file = {:BF00114844.pdf:PDF},
groups = {Groupe de lecture},
publisher = {Springer},
}
@Article{mahowald2024dissociating,
author = {Mahowald, Kyle and Ivanova, Anna A and Blank, Idan A and Kanwisher, Nancy and Tenenbaum, Joshua B and Fedorenko, Evelina},
journal = {Trends in Cognitive Sciences},
title = {Dissociating language and thought in large language models},
year = {2024},
file = {:2301.06627v3.pdf:PDF},
groups = {Groupe de lecture},
publisher = {Elsevier},
}
@Article{fodor1988connectionism,
author = {Fodor, Jerry A and Pylyshyn, Zenon W},
journal = {Cognition},
title = {Connectionism and cognitive architecture: A critical analysis},
year = {1988},
number = {1-2},
pages = {3--71},
volume = {28},
file = {:F&P1.pdf:PDF},
groups = {Groupe de lecture},
publisher = {Elsevier},
}
@Article{arjovsky2019invariant,
author = {Arjovsky, Martin and Bottou, L{\'e}on and Gulrajani, Ishaan and Lopez-Paz, David},
journal = {arXiv preprint arXiv:1907.02893},
title = {Invariant risk minimization},
year = {2019},
file = {:1907.02893v3.pdf:PDF},
groups = {Groupe de lecture},
}
@Comment{jabref-meta: databaseType:bibtex;}
@Comment{jabref-meta: grouping:
......
No preview for this file type
0% Loading or .
You are about to add 0 people to the discussion. Proceed with caution.
Please register or to comment