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EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and Identification ...
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Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval ...
Abstract: State-of-the-art neural (re)rankers are notoriously data hungry which - given the lack of large-scale training data in languages other than English - makes them rarely used in multilingual and cross-lingual retrieval settings. Current approaches therefore typically transfer rankers trained on English data to other languages and cross-lingual setups by means of multilingual encoders: they fine-tune all the parameters of a pretrained massively multilingual Transformer (MMT, e.g., multilingual BERT) on English relevance judgments and then deploy it in the target language. In this work, we show that two parameter-efficient approaches to cross-lingual transfer, namely Sparse Fine-Tuning Masks (SFTMs) and Adapters, allow for a more lightweight and more effective zero-shot transfer to multilingual and cross-lingual retrieval tasks. We first train language adapters (or SFTMs) via Masked Language Modelling and then train retrieval (i.e., reranking) adapters (SFTMs) on top while keeping all other parameters fixed. At ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences; H.3.3; I.2.7; Information Retrieval cs.IR
URL: https://dx.doi.org/10.48550/arxiv.2204.02292
https://arxiv.org/abs/2204.02292
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3
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages ...
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4
Cross-Lingual Dialogue Dataset Creation via Outline-Based Generation ...
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5
Improving Word Translation via Two-Stage Contrastive Learning ...
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6
On cross-lingual retrieval with multilingual text encoders
Litschko, Robert; Vulić, Ivan; Ponzetto, Simone Paolo. - : Springer Science + Business Media, 2022
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SimLex-999 Slovenian translation SimLex-999-sl 1.0
Pollak, Senja; Vulić, Ivan; Pelicon, Andraž. - : University of Ljubljana, 2021
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8
Towards Zero-shot Language Modeling ...
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9
Multilingual and Cross-Lingual Intent Detection from Spoken Data ...
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10
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems ...
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11
Modelling Latent Translations for Cross-Lingual Transfer ...
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12
Prix-LM: Pretraining for Multilingual Knowledge Base Construction ...
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13
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
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14
xGQA: Cross-Lingual Visual Question Answering ...
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15
On Cross-Lingual Retrieval with Multilingual Text Encoders ...
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16
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
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17
Evaluating Multilingual Text Encoders for Unsupervised Cross-Lingual Retrieval ...
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18
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models ...
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19
Parameter space factorization for zero-shot learning across tasks and languages ...
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20
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
Liu, Qianchu; Liu, Fangyu; Collier, Nigel. - : Apollo - University of Cambridge Repository, 2021
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