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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
BASE
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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
;
Reddy, Siva
;
Collier, Nigel
;
Elliott, Desmond
. - : arXiv, 2021
Abstract:
The design of widespread vision-and-language datasets and pre-trained encoders directly adopts, or draws inspiration from, the concepts and images of ImageNet. While one can hardly overestimate how much this benchmark contributed to progress in computer vision, it is mostly derived from lexical databases and image queries in English, resulting in source material with a North American or Western European bias. Therefore, we devise a new protocol to construct an ImageNet-style hierarchy representative of more languages and cultures. In particular, we let the selection of both concepts and images be entirely driven by native speakers, rather than scraping them automatically. Specifically, we focus on a typologically diverse set of languages, namely, Indonesian, Mandarin Chinese, Swahili, Tamil, and Turkish. On top of the concepts and images obtained through this new protocol, we create a multilingual dataset for {M}ulticultur{a}l {R}easoning over {V}ision and {L}anguage (MaRVL) by eliciting statements from ... : EMNLP 2021; Fangyu and Emanuele contributed equally; MaRVL website: https://marvl-challenge.github.io ...
Keyword:
Artificial Intelligence cs.AI
;
Computation and Language cs.CL
;
Computer Vision and Pattern Recognition cs.CV
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2109.13238
https://arxiv.org/abs/2109.13238
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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
...
In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (2020)
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