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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 Page: 1 2 3 4 5 6...8 Hits 21 – 40 of 148 21 Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Garg, Siddhant; Moschitti, Alessandro. - : Underline Science Inc., 2021 BASE Show details 22 Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic Evaluation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Rebuffel, Clément. - : Underline Science Inc., 2021 BASE Show details 23 Phrase Retrieval Learns Passage Retrieval, Too ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chen, Danqi; Lee, Jinhyuk. - : Underline Science Inc., 2021 BASE Show details 24 Summarize-then-Answer: Generating Concise Explanations for Multi-hop Reading Comprehension ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Harsh; Balasubramanian, Niranjan. - : Underline Science Inc., 2021 BASE Show details 25 Relation-Guided Pre-Training for Open-Domain Question Answering ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 26 Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Marion, Pierre; Nowak, Pawel. - : Underline Science Inc., 2021 BASE Show details 27 English Machine Reading Comprehension Datasets: A Survey ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Dzendzik, Daria. - : Underline Science Inc., 2021 BASE Show details 28 End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ayoola, Tom; Oliya, Armin. - : Underline Science Inc., 2021 BASE Show details 29 FinQA: A Dataset of Numerical Reasoning over Financial Data ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chen, Zhiyu. - : Underline Science Inc., 2021 BASE Show details 30 Explaining Answers with Entailment Trees ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Clark, Peter; Dalvi, Bhavana. - : Underline Science Inc., 2021 BASE Show details 31 Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with Intersection ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Oliya, Armin; Saffari, Amir. - : Underline Science Inc., 2021 BASE Show details 32 Generating Self-Contained and Summary-Centric Question Answer Pairs via Differentiable Reward Imitation Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Atluri, Sandeep; Small, Kevin. - : Underline Science Inc., 2021 BASE Show details 33 Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence Annotation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Boyd-Graber, Jordan; Daumé III, Hal. - : Underline Science Inc., 2021 BASE Show details 34 Joint Passage Ranking for Diverse Multi-Answer Retrieval ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chang, Ming-Wei; Hajishirzi, Hannaneh. - : Underline Science Inc., 2021 BASE Show details 35 SituatedQA: Incorporating Extra-Linguistic Contexts into QA ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Choi, Eunsol; Zhang, Michael. - : Underline Science Inc., 2021 BASE Show details 36 TransferNet: An Effective and Transparent Framework for Multi-hop Question Answering over Relation Graph ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Cao, Shulin; Hou, Lei. - : Underline Science Inc., 2021 BASE Show details 37 What's in a Name? Answer Equivalence For Open-Domain Question Answering ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Jordan; Si, Chenglei. - : Underline Science Inc., 2021 BASE Show details 38 Numerical reasoning in machine reading comprehension tasks: are we there yet? ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Al-Negheimish, Hadeel. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.759/ Abstract: Numerical reasoning based machine reading comprehension is a task that involves reading comprehension along with using arithmetic operations such as addition, subtraction, sorting, and counting. The DROP benchmark (Dua et al., 2019) is a recent dataset that has inspired the design of NLP models aimed at solving this task. The current standings of these models in the DROP leaderboard, over standard metrics, suggest that the models have achieved near-human performance. However, does this mean that these models have learned to reason? In this paper, we present a controlled study on some of the top-performing model architectures for the task of numerical reasoning. Our observations suggest that the standard metrics are incapable of measuring progress towards such tasks. ... Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Question-Answering Systems URL: https://underline.io/lecture/38070-numerical-reasoning-in-machine-reading-comprehension-tasks-are-we-there-yetquestion https://dx.doi.org/10.48448/3sh5-9559 BASE Hide details 39 Do We Know What We Don't Know? Studying Unanswerable Questions beyond SQuAD 2.0 ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Hay, Jamaal; Roth, Dan. - : Underline Science Inc., 2021 BASE Show details 40 Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Wang, Junxing. - : Underline Science Inc., 2021 BASE Show details Page: 1 2 3 4 5 6...8

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