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KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation ...
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A Plug-and-Play Method for Controlled Text Generation ...
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Abstract:
Large pre-trained language models have repeatedly shown their ability to produce fluent text. Yet even when starting from a prompt, generation can continue in many plausible directions. Current decoding methods with the goal of controlling generation, e.g., to ensure specific words are included, either require additional models or fine-tuning, or work poorly when the task at hand is semantically unconstrained, e.g., story generation. In this work, we present a plug-and-play decoding method for controlled language generation that is so simple and intuitive, it can be described in a single sentence: given a topic or keyword, we add a shift to the probability distribution over our vocabulary towards semantically similar words. We show how annealing this distribution can be used to impose hard constraints on language generation, something no other plug-and-play method is currently able to do with SOTA language generators. Despite the simplicity of this approach, we see it works incredibly well in practice: ... : Findings of the Association for Computational Linguistics: EMNLP 2021 ...
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URL: http://hdl.handle.net/20.500.11850/518988 https://dx.doi.org/10.3929/ethz-b-000518988
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Telling BERT's Full Story: from Local Attention to Global Aggregation ...
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KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation ...
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Telling BERT's Full Story: from Local Attention to Global Aggregation
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In: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume (2021)
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KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation
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In: Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (2021)
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Towards BERT-based Automatic ICD Coding: Limitations and Opportunities
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In: Proceedings of the 20th Workshop on Biomedical Language Processing (2021)
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A Geometry-Inspired Attack for Generating Natural Language Adversarial Examples ...
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Directed Beam Search: Plug-and-Play Lexically Constrained Language Generation ...
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A Geometry-Inspired Attack for Generating Natural Language Adversarial Examples
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In: Proceedings of the 28th International Conference on Computational Linguistics (2020)
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Distributed Lower Bounds: Lovász Local Lemma, Mobile Agents, Cops and Robbers
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In: TIK Schriftenreihe, 173 (2018)
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Natural Language Multitasking: Analyzing and Improving Syntactic Saliency of Hidden Representations ...
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