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PANACEA: Language Technology Days. Luxembourg, 22/23 March 2010
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7443 |
Living a discrete life in a continuous world: reference with distributed representations
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Abstract:
Comunicació presentada a IWCS 2017, celebrat a Montpellier (França) del 19 al 22 de setembre de 2017. ; Reference is the crucial property of language that allows us to connect linguistic expressions to the world. Modeling it requires handling both continuous and discrete aspects of meaning. Data-driven models excel at the former, but struggle with the latter, and the reverse is true for symbolic models. We propose a fully data-driven, end-toend trainable model that, while operating on continuous multimodal representations, learns to organize them into a discrete-like entity library. We also introduce a referential task to test it, cross-modal tracking. Our model beats standard neural network architectures, but is outperformed by some parametrizations of Memory Networks, another model with external memory. ; This project has received funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No 715154; AMORE); Marie Sklodowska-Curie grant agreement No 655577 (LOVe); DFG (SFB 732, Project D10); and Spanish MINECO (grant FFI2013-41301-P).
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Keyword:
Computational Linguistics; Computational semantics; Distributed representations; Natural Language Processing; Reference; Semantics
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URL: http://hdl.handle.net/10230/32699
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7444 |
Creació d’un programa d’anàlisi i etiquetatge de noms propis en la premsa anglesa
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7445 |
A semantic model of selective dissemination of information for digital libraries
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7446 |
AMORE-UPF at SemEval-2018 Task 4: BiLSTM with entity library
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7449 |
A Hybrid approach for biomedical relation extraction using finite state automata and random forest-weighted fusion
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7450 |
“Show me the cup”: reference with continuous representations
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7451 |
The LAMBADA dataset: word prediction requiring a broad discourse context
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7452 |
Uso de corpora comparáveis para filtrar dicionários bilíngues gerados por transitividade ; Using comparable corpora to filter bilingual dictionaries generated by transitivity
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Page: 1... 369 370 371 372 373
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