Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging

31 July 2017

Papers citing "Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging"

50 / 66 papers shown

Title
Leveraging Semantic Type Dependencies for Clinical Named Entity Recognition Linh Le Guido Zuccon Gianluca Demartini Genghong Zhao Xia Zhang 50 1 0 07 Mar 2025
Voting or Consensus? Decision-Making in Multi-Agent Debate Lars Benedikt Kaesberg Jonas Becker Jan Philip Wahle Terry Ruas Bela Gipp 74 1 0 26 Feb 2025
A Framework for Monitoring and Retraining Language Models in Real-World Applications Jaykumar Kasundra Claudia Schulz Melicaalsadat Mirsafian Stavroula Skylaki OffRL LRM 28 1 0 16 Nov 2023
CySecBERT: A Domain-Adapted Language Model for the Cybersecurity Domain Markus Bayer Philip D. . Kuehn Ramin Shanehsaz Christian A. Reuter 13 43 0 06 Dec 2022
We need to talk about random seeds Steven Bethard 31 8 0 24 Oct 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 28 109 0 31 Aug 2022
Parsimonious Argument Annotations for Hate Speech Counter-narratives D. Furman Pablo E. Torres José Raúl Rodríguez Rodríguez Lautaro Martínez Laura Alonso Alemany Diego Letzen María Vanina Martínez 11 0 0 01 Aug 2022
Innovations in Neural Data-to-text Generation: A Survey Mandar Sharma Ajay K. Gogineni Naren Ramakrishnan 29 10 0 25 Jul 2022
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization Prasetya Ajie Utama Joshua Bambrick N. Moosavi Iryna Gurevych HILM 16 42 0 12 May 2022
Fair and Argumentative Language Modeling for Computational Argumentation Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 11 21 0 08 Apr 2022
Can Unsupervised Knowledge Transfer from Social Discussions Help Argument Mining? Subhabrata Dutta Jeevesh Juneja Dipankar Das Tanmoy Chakraborty 17 15 0 24 Mar 2022
Data-driven Model Generalizability in Crosslinguistic Low-resource Morphological Segmentation Zoey Liu Emily Tucker Prudhommeaux 43 4 0 05 Jan 2022
Temporal Effects on Pre-trained Models for Language Processing Tasks Oshin Agarwal A. Nenkova VLM 22 53 0 24 Nov 2021
Investigation on Data Adaptation Techniques for Neural Named Entity Recognition Evgeniia Tokarchuk David Thulke Weiyue Wang Christian Dugast Hermann Ney 11 2 0 12 Oct 2021
Deep Reinforcement Learning at the Edge of the Statistical Precipice Rishabh Agarwal Max Schwarzer Pablo Samuel Castro Aaron Courville Marc G. Bellemare OffRL 56 633 0 30 Aug 2021
Not All Linearizations Are Equally Data-Hungry in Sequence Labeling Parsing Alberto Muñoz-Ortiz Michalina Strzyz David Vilares 21 8 0 17 Aug 2021
SeqScore: Addressing Barriers to Reproducible Named Entity Recognition Evaluation Chester Palen-Michel Nolan Holley Constantine Lignos 19 12 0 29 Jul 2021
How Robust are Model Rankings: A Leaderboard Customization Approach for Equitable Evaluation Swaroop Mishra Anjana Arunkumar 28 24 0 10 Jun 2021
Accounting for Variance in Machine Learning Benchmarks Xavier Bouthillier Pierre Delaunay Mirko Bronzi Assya Trofimov Brennan Nichyporuk ... Dmitriy Serdyuk Tal Arbel C. Pal Gaël Varoquaux Pascal Vincent 26 148 0 01 Mar 2021
Metrical Tagging in the Wild: Building and Annotating Poetry Corpora with Rhythmic Features Thomas Haider 23 14 0 17 Feb 2021
Cross-Domain Multi-Task Learning for Sequential Sentence Classification in Research Papers Arthur Brack Anett Hoppe Pascal Buschermöhle Ralph Ewerth 21 18 0 11 Feb 2021
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters Mengjie Zhao Yi Zhu Ehsan Shareghi Ivan Vulić Roi Reichart Anna Korhonen Hinrich Schütze 32 64 0 31 Dec 2020
Unsupervised Cross-lingual Adaptation for Sequence Tagging and Beyond Xin Li Lidong Bing Wenxuan Zhang Zheng Li Wai Lam 47 25 0 23 Oct 2020
Few-shot Learning for Multi-label Intent Detection Yutai Hou Y. Lai Yushan Wu Wanxiang Che Ting Liu VLM 21 48 0 11 Oct 2020
Learning and Evaluating Emotion Lexicons for 91 Languages Sven Buechel Susanna Rücker U. Hahn 22 37 0 12 May 2020
Don't Use English Dev: On the Zero-Shot Cross-Lingual Evaluation of Contextual Embeddings Phillip Keung Y. Lu Julian Salazar Vikas Bhardwaj 27 14 0 30 Apr 2020
Unlocking the Power of Deep PICO Extraction: Step-wise Medical NER Identification Tengteng Zhang Yiqin Yu Jing Mei Zefang Tang Xiang Zhang Shaochun Li 11 10 0 30 Apr 2020
Showing Your Work Doesn't Always Work Raphael Tang Jaejun Lee Ji Xin Xinyu Liu Yaoliang Yu Jimmy J. Lin 12 5 0 28 Apr 2020
A Multi-cascaded Model with Data Augmentation for Enhanced Paraphrase Detection in Short Texts M. Shakeel Asim Karim Imdadullah Khan 15 34 0 27 Dec 2019
Linguistically Aided Speaker Diarization Using Speaker Role Information Nikolaos Flemotomos P. Georgiou Shrikanth Narayanan 20 2 0 18 Nov 2019
Scalable Neural Dialogue State Tracking Vevake Balaraman Bernardo Magnini BDL 15 8 0 22 Oct 2019
Language-Agnostic Syllabification with Neural Sequence Labeling Jacob Krantz Max W. Dulin P. Palma 20 13 0 29 Sep 2019
DECoVaC: Design of Experiments with Controlled Variability Components Thomas Boquet Laure Delisle Denis Kochetkov Nathan Schucher Parmida Atighehchian Boris N. Oreshkin Julien Cornebise 22 1 0 21 Sep 2019
Pretrained Language Models for Sequential Sentence Classification Arman Cohan Iz Beltagy Daniel King Bhavana Dalvi Daniel S. Weld 24 128 0 09 Sep 2019
Manipulating the Difficulty of C-Tests Ji-Ung Lee Erik Schwan Christian M. Meyer 14 18 0 17 Jun 2019
Sequence Tagging with Contextual and Non-Contextual Subword Representations: A Multilingual Evaluation Benjamin Heinzerling Michael Strube 6 36 0 04 Jun 2019
Converse Attention Knowledge Transfer for Low-Resource Named Entity Recognition Shengfei Lyu Linghao Sun Huixiong Yi Yong-jin Liu Huanhuan Chen Chun Miao 16 0 0 04 Jun 2019
HARK Side of Deep Learning -- From Grad Student Descent to Automated Machine Learning O. Gencoglu M. Gils E. Guldogan Chamin Morikawa Mehmet Süzen M. Gruber J. Leinonen H. Huttunen 11 36 0 16 Apr 2019
Structural Scaffolds for Citation Intent Classification in Scientific Publications Arman Cohan Bridger Waleed Ammar Madeleine van Zuylen Field Cady 15 246 0 02 Apr 2019
Text Processing Like Humans Do: Visually Attacking and Shielding NLP Systems Steffen Eger Gözde Gül Sahin Andreas Rucklé Ji-Ung Lee Claudia Schulz Mohsen Mesgar Krishnkant Swarnkar Edwin Simpson Iryna Gurevych AAML 41 156 0 27 Mar 2019
ETNLP: a visual-aided systematic approach to select pre-trained embeddings for a downstream task Xuan-Son Vu Thanh Vu Son N. Tran Lili Jiang 26 6 0 11 Mar 2019
Better, Faster, Stronger Sequence Tagging Constituent Parsers David Vilares Mostafa Abdou Anders Søgaard 33 22 0 28 Feb 2019
Viable Dependency Parsing as Sequence Labeling Michalina Strzyz David Vilares Carlos Gómez-Rodríguez 30 67 0 27 Feb 2019
Sequence-to-Sequence Models for Data-to-Text Natural Language Generation: Word- vs. Character-based Processing and Output Diversity Glorianna Jagfeld Sabrina Jenne Ngoc Thang Vu AIMat 38 24 0 11 Oct 2018
Semi-Supervised Sequence Modeling with Cross-View Training Kevin Clark Minh-Thang Luong Christopher D. Manning Quoc V. Le SSL 6 333 0 22 Sep 2018
Toward a Standardized and More Accurate Indonesian Part-of-Speech Tagging Kemal Kurniawan Alham Fikri Aji 13 19 0 10 Sep 2018
Comparing CNN and LSTM character-level embeddings in BiLSTM-CRF models for chemical and disease named entity recognition Zenan Zhai Dat Quoc Nguyen Karin Verspoor 9 30 0 25 Aug 2018
Multi-Task Learning for Sequence Tagging: An Empirical Study Soravit Changpinyo Hexiang Hu Fei Sha 26 67 0 13 Aug 2018
From POS tagging to dependency parsing for biomedical event extraction Dat Quoc Nguyen Karin Verspoor 19 35 0 11 Aug 2018
Towards Better UD Parsing: Deep Contextualized Word Embeddings, Ensemble, and Treebank Concatenation Wanxiang Che Yijia Liu Yuxuan Wang Bo Zheng Ting Liu 19 250 0 09 Jul 2018