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CoDesc: A Large Code–Description Parallel Dataset ...
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42
CausaLM: Causal Model Explanation Through Counterfactual Language Models ...
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43
Beyond Metadata: What Paper Authors Say About Corpora They Use ...
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44
Learning Latent Structures for Cross Action Phrase Relations in Wet Lab Protocols ...
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45
One Teacher is Enough? Pre-trained Language Model Distillation from Multiple Teachers ...
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46
UniKeyphrase: A Unified Extraction and Generation Framework for Keyphrase Prediction ...
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47
The Utility and Interplay of Gazetteers and Entity Segmentation for Named Entity Recognition in English ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.349 Abstract: Recent papers have introduced methods to incorporate gazetteer features and entity segmentation techniques in neural named entity recognition models. These papers rely on different resources and include features not related to the use of gazetteers, rendering impossible the comparison of the relative effectiveness of the approaches. Here, we provide a comprehensive overview of methods for incorporating gazetteers and for entity segmentation. We evaluate representative methods from each in similar settings for a fair comparison and identify the ones that are consistently better across datasets and input representations. We further show that gazetteers improve entity segmentation and not just entity typing. Hence, we explore their utility in recognizing long entities, a problem for which entity segmentation techniques were developed. Our work explains the mechanisms via which gazetteers improve the performance of neural NER models. ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Neural Network; Semantics
URL: https://underline.io/lecture/26440-the-utility-and-interplay-of-gazetteers-and-entity-segmentation-for-named-entity-recognition-in-english
https://dx.doi.org/10.48448/zhtt-7087
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48
Situation-Based Multiparticipant Chat Summarization: a Concept, an Exploration-Annotation Tool and an Example Collection ...
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49
Don't Let Discourse Confine Your Model: Sequence Perturbations for Improved Event Language Models ...
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50
Boundary Detection with BERT for Span-level Emotion Cause Analysis ...
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51
TexSmart: A System for Enhanced Natural Language Understanding ...
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52
AND does not mean OR: Using Formal Languages to Study Language Models’ Representations ...
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53
Constructing Multi-Modal Dialogue Dataset by Replacing Text with Semantically Relevant Images ...
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54
Bird’s Eye: Probing for Linguistic Graph Structures with a Simple Information-Theoretic Approach ...
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55
Length-Adaptive Transformer: Train Once with Length Drop, Use Anytime with Search ...
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DALC: the Dutch Abusive Language Corpus ...
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57
Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity Recognition ...
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58
VL-BERT+: Detecting Protected Groups in Hateful Multimodal Memes ...
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59
Attention-based Contextual Language Model Adaptation for Speech Recognition ...
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60
Human-in-the-Loop for Data Collection: a Multi-Target Counter Narrative Dataset to Fight Online Hate Speech ...
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