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Simple Search
Hits 1 – 14 of 14
1
Challenges and Strategies in Cross-Cultural NLP ...
Hershcovich, Daniel
;
Frank, Stella
;
Lent, Heather
. - : arXiv, 2022
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2
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages ...
Bugliarello, Emanuele
;
Liu, Fangyu
;
Pfeiffer, Jonas
. - : arXiv, 2022
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3
Vision-and-Language or Vision-for-Language? On Cross-Modal Influence in Multimodal Transformers ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bugliarello, Emanuele
;
Elliott, Desmond
. - : Underline Science Inc., 2021
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4
Multimodal Pretraining Unmasked: A Meta-Analysis and a Unified Framework of Vision-and-Language BERTs ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bugliarello, Emanuele
;
Elliott, Desmond
. - : Underline Science Inc., 2021
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5
Multimodal pretraining unmasked: A meta-analysis and a unified framework of vision-and-language berts ...
Bugliarello, Emanuele
;
Cotterell, Ryan
;
Okazaki, Naoaki
. - : ETH Zurich, 2021
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6
Visually Grounded Reasoning across Languages and Cultures ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bugliarello, Emanuele
;
Collier, Nigel
. - : Underline Science Inc., 2021
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7
On Language Models for Creoles ...
Lent, Heather
;
Bugliarello, Emanuele
;
de Lhoneux, Miryam
. - : arXiv, 2021
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8
Visually Grounded Reasoning across Languages and Cultures ...
Liu, Fangyu
;
Bugliarello, Emanuele
;
Ponti, Edoardo Maria
. - : arXiv, 2021
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9
Multimodal pretraining unmasked: A meta-analysis and a unified framework of vision-and-language berts
Okazaki, Naoaki
;
Bugliarello, Emanuele
;
Cotterell, Ryan
...
In: Transactions of the Association for Computational Linguistics, 9 (2021)
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10
The Role of Syntactic Planning in Compositional Image Captioning ...
Bugliarello, Emanuele
;
Elliott, Desmond
. - : arXiv, 2021
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11
On Language Models for Creoles ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Miryam
;
Bugliarello, Emanuele
. - : Underline Science Inc., 2021
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12
Visually Grounded Reasoning across Languages and Cultures ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Nigel
;
Bugliarello, Emanuele
. - : Underline Science Inc., 2021
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13
It’s Easier to Translate out of English than into it: Measuring Neural Translation Difficulty by Cross-Mutual Information ...
Bugliarello, Emanuele
;
Mielke, Sabrina J.
;
Anastasopoulos, Antonios
. - : ETH Zurich, 2020
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14
It’s Easier to Translate out of English than into it: Measuring Neural Translation Difficulty by Cross-Mutual Information
Mielke, Sabrina J.
;
Okazaki, Naoaki
;
Anastasopoulos, Antonios
;
Cotterell, Ryan
;
Bugliarello, Emanuele
In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (2020)
Abstract:
The performance of neural machine translation systems is commonly evaluated in terms of BLEU. However, due to its reliance on target language properties and generation, the BLEU metric does not allow an assessment of which translation directions are more difficult to model. In this paper, we propose cross-mutual information (XMI): an asymmetric information-theoretic metric of machine translation difficulty that exploits the probabilistic nature of most neural machine translation models. XMI allows us to better evaluate the difficulty of translating text into the target language while controlling for the difficulty of the target-side generation component independent of the translation task. We then present the first systematic and controlled study of cross-lingual translation difficulties using modern neural translation systems. Code for replicating our experiments is available online at https://github.com/e-bug/nmt-difficulty.
URL:
https://hdl.handle.net/20.500.11850/462891
https://doi.org/10.3929/ethz-b-000462309
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