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Vulić, Ivan (29)
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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (6)
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Hits 1 – 20 of 29
1
SimLex-999 Slovenian translation SimLex-999-sl 1.0
Pollak, Senja
;
Vulić, Ivan
;
Pelicon, Andraž
. - : University of Ljubljana, 2021
BASE
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2
Towards Zero-shot Language Modeling ...
Ponti, Edoardo Maria
;
Vulić, Ivan
;
Cotterell, Ryan
. - : arXiv, 2021
BASE
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3
Multilingual and Cross-Lingual Intent Detection from Spoken Data ...
Gerz, Daniela
;
Su, Pei-Hao
;
Kusztos, Razvan
. - : arXiv, 2021
BASE
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4
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems ...
Razumovskaia, Evgeniia
;
Glavaš, Goran
;
Majewska, Olga
. - : arXiv, 2021
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5
Modelling Latent Translations for Cross-Lingual Transfer ...
Ponti, Edoardo Maria
;
Kreutzer, Julia
;
Vulić, Ivan
. - : arXiv, 2021
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6
Prix-LM: Pretraining for Multilingual Knowledge Base Construction ...
Zhou, Wenxuan
;
Liu, Fangyu
;
Vulić, Ivan
. - : arXiv, 2021
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7
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
Liu, Fangyu
;
Vulić, Ivan
;
Korhonen, Anna
. - : arXiv, 2021
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8
xGQA: Cross-Lingual Visual Question Answering ...
Pfeiffer, Jonas
;
Geigle, Gregor
;
Kamath, Aishwarya
;
Steitz, Jan-Martin O.
;
Roth, Stefan
;
Vulić, Ivan
;
Gurevych, Iryna
. - : arXiv, 2021
Abstract:
Recent advances in multimodal vision and language modeling have predominantly focused on the English language, mostly due to the lack of multilingual multimodal datasets to steer modeling efforts. In this work, we address this gap and provide xGQA, a new multilingual evaluation benchmark for the visual question answering task. We extend the established English GQA dataset to 7 typologically diverse languages, enabling us to detect and explore crucial challenges in cross-lingual visual question answering. We further propose new adapter-based approaches to adapt multimodal transformer-based models to become multilingual, and -- vice versa -- multilingual models to become multimodal. Our proposed methods outperform current state-of-the-art multilingual multimodal models (e.g., M3P) in zero-shot cross-lingual settings, but the accuracy remains low across the board; a performance drop of around 38 accuracy points in target languages showcases the difficulty of zero-shot cross-lingual transfer for this task. Our ... : Findings of ACL 2022 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2109.06082
https://arxiv.org/abs/2109.06082
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9
On Cross-Lingual Retrieval with Multilingual Text Encoders ...
Litschko, Robert
;
Vulić, Ivan
;
Ponzetto, Simone Paolo
. - : arXiv, 2021
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10
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
Liu, Qianchu
;
Liu, Fangyu
;
Collier, Nigel
. - : arXiv, 2021
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11
Evaluating Multilingual Text Encoders for Unsupervised Cross-Lingual Retrieval ...
Litschko, Robert
;
Vulić, Ivan
;
Ponzetto, Simone Paolo
. - : arXiv, 2021
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12
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Barikeri, Soumya
;
Glavaš, Goran
. - : Underline Science Inc., 2021
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13
Parameter space factorization for zero-shot learning across tasks and languages ...
Ponti, Edoardo M.
;
Vulić, Ivan
;
Cotterell, Ryan
. - : ETH Zurich, 2021
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14
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
Liu, Qianchu
;
Liu, Fangyu
;
Collier, Nigel
. - : Apollo - University of Cambridge Repository, 2021
BASE
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15
UNKs Everywhere: Adapting Multilingual Language Models to New Scripts ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Iryna
;
., Sebastian
. - : Underline Science Inc., 2021
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16
How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Iryna
;
., Sebastian
. - : Underline Science Inc., 2021
BASE
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17
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Nigel
;
Korhonen, Anna
. - : Underline Science Inc., 2021
BASE
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18
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Nigel
;
Korhonen, Anna
. - : Underline Science Inc., 2021
BASE
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19
Multilingual and Cross-Lingual Intent Detection from Spoken Data ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gerz, Daniela
;
Kusztos, Razvan
. - : Underline Science Inc., 2021
BASE
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20
AM2iCo: Evaluating Word Meaning in Context across Low-Resource Languages with Adversarial Examples ...
Liu, Qianchu
;
Ponti, Edoardo M.
;
McCarthy, Diana
. - : arXiv, 2021
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