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81
Wikily Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
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82
Vision Guided Generative Pre-trained Language Models for Multimodal Abstractive Summarization ...
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83
Sorting through the noise: Testing robustness of information processing in pre-trained language models ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.119/ Abstract: Pre-trained LMs have shown impressive performance on downstream NLP tasks, but we have yet to establish a clear understanding of their sophistication when it comes to processing, retaining, and applying information presented in their input. In this paper we tackle a component of this question by examining robustness of models' ability to deploy relevant context information in the face of distracting content. We present models with cloze tasks requiring use of critical context information, and introduce distracting content to test how robustly the models retain and use that critical information for prediction. We also systematically manipulate the nature of these distractors, to shed light on dynamics of models' use of contextual cues. We find that although models appear in simple contexts to make predictions based on understanding and applying relevant facts from prior context, the presence of distracting but irrelevant content has ...
Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://dx.doi.org/10.48448/skv4-fe10
https://underline.io/lecture/37778-sorting-through-the-noise-testing-robustness-of-information-processing-in-pre-trained-language-models
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84
Building the Directed Semantic Graph for Coherent Long Text Generation ...
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85
Detect and Classify – Joint Span Detection and Classification for Health Outcomes ...
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86
Cross-Attention is All You Need: Adapting Pretrained Transformers for Machine Translation ...
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87
Evaluation of Summarization Systems across Gender, Age, and Race ...
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88
A Language Model-based Generative Classifier for Sentence-level Discourse Parsing ...
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89
Controllable Neural Dialogue Summarization with Personal Named Entity Planning ...
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90
Foreseeing the Benefits of Incidental Supervision ...
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91
Graphine: A Dataset for Graph-aware Terminology Definition Generation ...
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92
CSDS: A Fine-Grained Chinese Dataset for Customer Service Dialogue Summarization ...
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93
Connecting Attributions and QA Model Behavior on Realistic Counterfactuals ...
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94
Provable Limitations of Acquiring Meaning from Ungrounded Form: What will Future Language Models Understand? ...
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95
Generation and Extraction Combined Dialogue State Tracking with Hierarchical Ontology Integration ...
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96
Error-Sensitive Evaluation for Ordinal Target Variables ...
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97
CDLM: Cross-Document Language Modeling ...
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98
Data-to-text Generation by Splicing Together Nearest Neighbors ...
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99
Natural Language Processing Meets Quantum Physics: A Survey and Categorization ...
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100
End-to-end style-conditioned poetry generation: What does it take to learn from examples alone? ...
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