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Automatic Error Type Annotation for Arabic ...
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Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ...
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3
HittER: Hierarchical Transformers for Knowledge Graph Embeddings ...
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4
AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross Attentions ...
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5
Corpus-based Open-Domain Event Type Induction ...
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6
Extracting Event Temporal Relations via Hyperbolic Geometry ...
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7
Partially Supervised Named Entity Recognition via the Expected Entity Ratio Loss ...
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8
Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention ...
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9
Corrected CBOW Performs as well as Skip-gram ...
Abstract: Mikolov et al. (2013a) observed that continuous bag-of-words (CBOW) word embeddings tend to underperform Skip-gram (SG) embeddings, and this finding has been reported in subsequent works. We find that these observations are driven not by fundamental differences in their training objectives, but more likely on faulty negative sampling CBOW implementations in popular libraries such as the official implementation, word2vec.c, and Gensim. We show that after correcting a bug in the CBOW gradient update, one can learn CBOW word embeddings that are fully competitive with SG on various intrinsic and extrinsic tasks, while being many times faster to train. ...
Keyword: Computational Linguistics; Information Extraction; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://dx.doi.org/10.48448/x9a3-s674
https://underline.io/lecture/39446-corrected-cbow-performs-as-well-as-skip-gram
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10
An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing ...
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11
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification ...
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12
ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision ...
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13
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context ...
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14
TEET! Tunisian Dataset for Toxic Speech Detection ...
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15
Entity Relation Extraction as Dependency Parsing in Visually Rich Documents ...
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16
MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity Representations ...
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17
Lifelong Event Detection with Knowledge Transfer ...
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18
SUBSUME: A Dataset for Subjective Summary Extraction from Wikipedia Documents ...
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19
Few-Shot Named Entity Recognition: An Empirical Baseline Study ...
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20
Low-resource Taxonomy Enrichment with Pretrained Language Models ...
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