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1
Delving Deeper into Cross-lingual Visual Question Answering ...
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2
Combating Temporal Drift in Crisis with Adapted Embeddings ...
Stowe, Kevin; Gurevych, Iryna. - : arXiv, 2021
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3
Annotation Curricula to Implicitly Train Non-Expert Annotators ...
Abstract: Annotation studies often require annotators to familiarize themselves with the task, its annotation scheme, and the data domain. This can be overwhelming in the beginning, mentally taxing, and induce errors into the resulting annotations; especially in citizen science or crowd sourcing scenarios where domain expertise is not required and only annotation guidelines are provided. To alleviate these issues, we propose annotation curricula, a novel approach to implicitly train annotators. Our goal is to gradually introduce annotators into the task by ordering instances that are annotated according to a learning curriculum. To do so, we first formalize annotation curricula for sentence- and paragraph-level annotation tasks, define an ordering strategy, and identify well-performing heuristics and interactively trained models on three existing English datasets. We then conduct a user study with 40 voluntary participants who are asked to identify the most fitting misconception for English tweets about the Covid-19 ... : Accepted to Computational Linguistics ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2106.02382
https://arxiv.org/abs/2106.02382
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4
Smelting Gold and Silver for Improved Multilingual AMR-to-Text Generation ...
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5
xGQA: Cross-Lingual Visual Question Answering ...
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6
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models ...
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7
Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning ...
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8
Metaphor Generation with Conceptual Mappings ...
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9
GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval ...
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10
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs
In: EISSN: 2307-387X ; Transactions of the Association for Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-03020314 ; Transactions of the Association for Computational Linguistics, The MIT Press, 2020, 8, ⟨10.1162/tacl_a_00332⟩ (2020)
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11
Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation ...
Reimers, Nils; Gurevych, Iryna. - : arXiv, 2020
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12
How to Probe Sentence Embeddings in Low-Resource Languages: On Structural Design Choices for Probing Task Evaluation ...
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13
MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual Transfer ...
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14
Predicting the Humorousness of Tweets Using Gaussian Process Preference Learning ...
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15
How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models ...
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16
UNKs Everywhere: Adapting Multilingual Language Models to New Scripts ...
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17
PuzzLing Machines: A Challenge on Learning From Small Data ...
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18
A Matter of Framing: The Impact of Linguistic Formalism on Probing Results ...
Kuznetsov, Ilia; Gurevych, Iryna. - : arXiv, 2020
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19
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs ...
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20
Empowering Active Learning to Jointly Optimize System and User Demands ...
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