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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 7 of 7 1 Controllable Natural Language Generation with Contrastive Prefixes ... Qian, Jing; Dong, Li; Shen, Yelong; Wei, Furu; Chen, Weizhu. - : arXiv, 2022 Abstract: To guide the generation of large pretrained language models (LM), previous work has focused on directly fine-tuning the language model or utilizing an attribute discriminator. In this work, we propose a novel lightweight framework for controllable GPT2 generation, which utilizes a set of small attribute-specific vectors, called prefixes, to steer natural language generation. Different from prefix-tuning, where each prefix is trained independently, we take the relationship among prefixes into consideration and train multiple prefixes simultaneously. We propose a novel supervised method and also an unsupervised method to train the prefixes for single-aspect control while the combination of these two methods can achieve multi-aspect control. Experimental results on both single-aspect and multi-aspect control show that our methods can guide generation towards the desired attributes while keeping high linguistic quality. ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://arxiv.org/abs/2202.13257 https://dx.doi.org/10.48550/arxiv.2202.13257 BASE Hide details 2 Poolingformer: Long Document Modeling with Pooling Attention ... Zhang, Hang; Gong, Yeyun; Shen, Yelong. - : arXiv, 2021 BASE Show details 3 Generation-Augmented Retrieval for Open-Domain Question Answering ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Chen, Weizhu; Gao, Jianfeng. - : Underline Science Inc., 2021 BASE Show details 4 UnitedQA: A Hybrid Approach for Open Domain Question Answering ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Chen, Weizhu; Cheng, Hao. - : Underline Science Inc., 2021 BASE Show details 5 Reader-Guided Passage Reranking for Open-Domain Question Answering ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Chen, Weizhu; Gao, Jianfeng. - : Underline Science Inc., 2021 BASE Show details 6 Unsupervised Deep Structured Semantic Models for Commonsense Reasoning ... Wang, Shuohang; Zhang, Sheng; Shen, Yelong. - : arXiv, 2019 BASE Show details 7 Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension ... Xu, Yichong; Liu, Xiaodong; Shen, Yelong. - : arXiv, 2018 BASE Show details

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