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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 EmailSum: Abstractive Email Thread Summarization ... 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; Bansal, Mohit; Celikyilmaz, Asli. - : Underline Science Inc., 2021 BASE Show details 2 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 3 GO FIGURE: A Meta Evaluation of Factuality in Summarization ... 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; Celikyilmaz, Asli; Choi, Yejin. - : 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 SOLOIST: Building Task Bots at Scale with Transfer Learning and Machine Teaching ... 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; Gao, Jianfeng; Li, Chunyuan. - : Underline Science Inc., 2021 BASE Show details 6 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; Han, Jiawei; He, Pengcheng; Liu, Xiaodong; Mao, Yuning; Shen, Yelong. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.29 Abstract: Current open-domain question answering systems often follow a Retriever-Reader architecture, where the retriever first retrieves relevant passages and the reader then reads the retrieved passages to form an answer. In this paper, we propose a simple and effective passage reranking method, named Reader-guIDEd Reranker (RIDER), which does not involve training and reranks the retrieved passages solely based on the top predictions of the reader before reranking. We show that RIDER, despite its simplicity, achieves 10 to 20 absolute gains in top-1 retrieval accuracy and 1 to 4 Exact Match (EM) gains without refining the retriever or reader. In addition, RIDER, without any training, outperforms state-of-the-art transformer-based supervised rerankers. Remarkably, RIDER achieves 48.3 EM on the Natural Questions dataset and 66.4 EM on the TriviaQA dataset when only 1,024 tokens (7.8 passages on average) are used as the reader input after passage ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics URL: https://underline.io/lecture/26120-reader-guided-passage-reranking-for-open-domain-question-answering https://dx.doi.org/10.48448/cn0b-dw73 BASE Hide details 7 RADDLE: An Evaluation Benchmark and Analysis Platform for Robust Task-oriented Dialog Systems ... 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; Gao, Jianfeng; Li, Chunyuan. - : Underline Science Inc., 2021 BASE Show details

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