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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 Hits 21 – 40 of 65 21 Knowing False Negatives: An Adversarial Training Method for Distantly Supervised Relation Extraction ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Hao, Kailong; Hu, Wei. - : Underline Science Inc., 2021 BASE Show details 22 Extend, don√ït rebuild: Phrasing conditional graph modification as autoregressive sequence labelling ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Garda, Samuele; Leser, Ulf. - : Underline Science Inc., 2021 BASE Show details 23 Treasures Outside Contexts: Improving Event Detection via Global Statistics ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Li, Rui. - : Underline Science Inc., 2021 BASE Show details 24 Cost-effective End-to-end Information Extraction for Semi-structured Document Images ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Hwang, Wonseok; Kim, Geewook. - : Underline Science Inc., 2021 BASE Show details 25 Monitoring geometrical properties of word embeddings for detecting the emergence of new topics. ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Boumghar, Manel; Christophe, Clément. - : Underline Science Inc., 2021 BASE Show details 26 Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Gangal, Varun; Mekala, Dheeraj; Shang, Jingbo. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.46/ Abstract: Existing text classification methods mainly focus on a fixed label set, whereas many real-world applications require extending to new fine-grained classes as the number of samples per label increases. To accommodate such requirements, we introduce a new problem called coarse-to-fine grained classification, which aims to perform fine-grained classification on coarsely annotated data. Instead of asking for new fine-grained human annotations, we opt to leverage label surface names as the only human guidance and weave in rich pre-trained generative language models into the iterative weak supervision strategy. Specifically, we first propose a label-conditioned finetuning formulation to attune these generators for our task. Furthermore, we devise a regularization objective based on the coarse-fine label constraints derived from our problem setting, giving us even further improvements over the prior formulation. Our framework uses the ... Keyword: Computational Linguistics; Information Extraction; Machine Learning; Machine Learning and Data Mining; Natural Language Processing URL: https://underline.io/lecture/37593-coarse2fine-fine-grained-text-classification-on-coarsely-grained-annotated-data https://dx.doi.org/10.48448/fwwd-tm26 BASE Hide details 27 Robust Retrieval Augmented Generation for Zero-shot Slot Filling ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chowdhury, Md Faisal Mahbub; Glass, Michael. - : Underline Science Inc., 2021 BASE Show details 28 Zero-Shot Information Extraction as a Unified Text-to-Triple Translation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chen, Zui; Hong, Haoyun. - : Underline Science Inc., 2021 BASE Show details 29 Structure-Augmented Keyphrase Generation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Choi, Seungtaek; Hwang, Seung-won. - : Underline Science Inc., 2021 BASE Show details 30 Document-level Entity-based Extraction as Template Generation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Huang, Kung-Hsiang; Peng, Nanyun. - : Underline Science Inc., 2021 BASE Show details 31 TEBNER: Domain Specific Named Entity Recognition with Type Expanded Boundary-aware Network ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Fang, Zheng. - : Underline Science Inc., 2021 BASE Show details 32 Synchronous Dual Network with Cross-Type Attention for Joint Entity and Relation Extraction ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Shi, Xiaodong; Wu, Hui. - : Underline Science Inc., 2021 BASE Show details 33 Data Augmentation for Cross-Domain Named Entity Recognition ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Gustavo; Chen, Shuguang. - : Underline Science Inc., 2021 BASE Show details 34 Speaker-Oriented Latent Structures for Dialogue-Based Relation Extraction ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Leng, Sicong; Lu, Wei. - : Underline Science Inc., 2021 BASE Show details 35 Joint Multi-modal Aspect-Sentiment Analysis with Auxiliary Cross-modal Relation Detection ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ju, Xincheng. - : Underline Science Inc., 2021 BASE Show details 36 Active Learning by Acquiring Contrastive Examples ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Aletras, Nikolaos; Barrault, Loïc. - : Underline Science Inc., 2021 BASE Show details 37 A Bag of Tricks for Dialogue Summarization ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ballesteros, Miguel; Khalifa, Muhammad. - : Underline Science Inc., 2021 BASE Show details 38 Incorporating medical knowledge in BERT for clinical relation extraction ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Pan, Shimei; Roy, Arpita. - : Underline Science Inc., 2021 BASE Show details 39 Crosslingual Transfer Learning for Relation and Event Extraction via Word Category and Class Alignments ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Min, Bonan; Nguyen, Thien Huu. - : Underline Science Inc., 2021 BASE Show details 40 ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Han, Rujun; Peng, Nanyun. - : Underline Science Inc., 2021 BASE Show details Page: 1 2 3 4

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