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1
Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval ...
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2
Geographic Adaptation of Pretrained Language Models ...
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3
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems ...
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4
On Cross-Lingual Retrieval with Multilingual Text Encoders ...
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5
Evaluating Multilingual Text Encoders for Unsupervised Cross-Lingual Retrieval ...
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6
AraWEAT: Multidimensional Analysis of Biases in Arabic Word Embeddings ...
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7
XCOPA: A Multilingual Dataset for Causal Commonsense Reasoning ...
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8
On the Limitations of Cross-lingual Encoders as Exposed by Reference-Free Machine Translation Evaluation ...
Abstract: Evaluation of cross-lingual encoders is usually performed either via zero-shot cross-lingual transfer in supervised downstream tasks or via unsupervised cross-lingual textual similarity. In this paper, we concern ourselves with reference-free machine translation (MT) evaluation where we directly compare source texts to (sometimes low-quality) system translations, which represents a natural adversarial setup for multilingual encoders. Reference-free evaluation holds the promise of web-scale comparison of MT systems. We systematically investigate a range of metrics based on state-of-the-art cross-lingual semantic representations obtained with pretrained M-BERT and LASER. We find that they perform poorly as semantic encoders for reference-free MT evaluation and identify their two key limitations, namely, (a) a semantic mismatch between representations of mutual translations and, more prominently, (b) the inability to punish "translationese", i.e., low-quality literal translations. We propose two partial ... : ACL2020 Camera Ready (v3: several small fixes, e.g., Unicode errors) ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2005.01196
https://dx.doi.org/10.48550/arxiv.2005.01196
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9
Orthogonal Language and Task Adapters in Zero-Shot Cross-Lingual Transfer ...
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10
From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers ...
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11
Verb Knowledge Injection for Multilingual Event Processing ...
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12
Probing Pretrained Language Models for Lexical Semantics ...
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13
Specializing Unsupervised Pretraining Models for Word-Level Semantic Similarity ...
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14
Do We Really Need Fully Unsupervised Cross-Lingual Embeddings? ...
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15
How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions ...
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16
Unsupervised Cross-Lingual Information Retrieval using Monolingual Data Only ...
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17
Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization ...
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18
Post-Specialisation: Retrofitting Vectors of Words Unseen in Lexical Resources ...
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19
A Resource-Light Method for Cross-Lingual Semantic Textual Similarity ...
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