| Description |
1 online resource (760 pages) |
| Series |
Lecture Notes in Computer Science ; 12657 |
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LNCS sublibrary, SL 3, Information systems and applications, incl. internet/web, and HCI |
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Lecture notes in computer science ; 12657.
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LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
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| Contents |
Intro -- Preface -- Organization -- Contents -- Part II -- Contents -- Part I -- Reproducibility Track Papers -- Cross-Domain Retrieval in the Legal and Patent Domains: A Reproducibility Study -- 1 Introduction -- 2 Methods -- 2.1 Task Description -- 2.2 BERT-PLI Architecture Overview -- 2.3 Cross-Domain Evaluation Approach -- 3 Experiments -- 3.1 Datasets -- 3.2 Experiment Setting -- 4 Evaluation and Analysis -- 4.1 In-Domain Evaluation for Legal Document Retrieval (RQ1) -- 4.2 In-domain Evaluation for Patent Document Retrieval (RQ2) -- 4.3 Cross-Domain Evaluation (RQ3) -- 5 Related Work |
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6 Conclusion and Future Work -- References -- A Critical Assessment of State-of-the-Art in Entity Alignment -- 1 Introduction -- 2 Datasets and Initialization -- 2.1 Datasets -- 2.2 Label-Based Initializations -- 3 Methods -- 3.1 Relation-Aware Dual-Graph Convolutional Network (RDGCN) -- 3.2 Deep Graph Matching Consensus (DGMC). -- 4 Experiments -- 4.1 Results -- 4.2 Ablation: RDGCN -- 5 Conclusion -- References -- System Effect Estimation by Sharding: A Comparison Between ANOVA Approaches to Detect Significant Differences -- 1 Introduction -- 2 Related Work -- 3 Approach -- 3.1 ANOVA Models |
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3.2 Bootstrap ANOVA (bANOVA) -- 3.3 Experimental Setup -- 4 Replicability of bANOVA -- 5 Generalizability of tANOVA and bANOVA -- 5.1 Impact of the Multiple Comparison Strategies and Bootstrapping -- 5.2 Effect of the Random Shards on the Stability of the Approaches -- 5.3 Stability of ANOVA Models with Respect to Different Interpolation Values -- 6 Conclusions and Future Work -- References -- Reliability Prediction for Health-Related Content: A Replicability Study -- 1 Introduction -- 2 Related Work -- 3 Dataset -- 3.1 Features -- 4 Experimental Setup -- 5 Results -- 6 Generalisation |
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6.1 Standardisation -- 6.2 New Test Datasets -- 6.3 Generalisation Conclusions -- 7 Future Work -- 8 Conclusions -- References -- An Empirical Comparison of Web Page Segmentation Algorithms -- 1 Introduction -- 2 Related Work -- 3 Experiment Setup -- 4 Algorithms and Parameter Tuning -- 4.1 VIPS -- 4.2 HEPS -- 4.3 Cormier et al. -- 4.4 MMDetection -- 4.5 Meier et al. -- 4.6 Min-Vote@n -- 4.7 Baseline -- 5 Results of the Comparison -- 6 Conclusion -- References -- Re-assessing the ̀̀Classify and Count'' Quantification Method -- 1 Introduction -- 2 ̀̀Classify and Count'' and Its Variants |
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3 Quantification and Parameter Optimisation -- 3.1 Unsuitable Parameter Optimisation and Weak Baselines -- 3.2 Quantification-Oriented Parameter Optimisation -- 4 Experiments -- 4.1 Evaluation Measures -- 4.2 Data Processing -- 4.3 The Quantifiers -- 4.4 Results -- 5 Conclusions -- References -- Reproducibility, Replicability and Beyond: Assessing Production Readiness of Aspect Based Sentiment Analysis in the Wild -- 1 Introduction -- 2 Desiderata and Evaluation Rubric -- 3 Related Work -- 4 Dataset -- 5 Models Compared -- 6 Experimental Setup -- 7 Results and Discussion: Production Readiness Rubrics |
| Summary |
This two-volume set LNCS 12656 and 12657 constitutes the refereed proceedings of the 43rd European Conference on IR Research, ECIR 2021, held virtually in March/April 2021, due to the COVID-19 pandemic. The 50 full papers presented together with 11 reproducibility papers, 39 short papers, 15 demonstration papers, 12 CLEF lab descriptions papers, 5 doctoral consortium papers, 5 workshop abstracts, and 8 tutorials abstracts were carefully reviewed and selected from 436 submissions. The accepted contributions cover the state of the art in IR: deep learning-based information retrieval techniques, use of entities and knowledge graphs, recommender systems, retrieval methods, information extraction, question answering, topic and prediction models, multimedia retrieval, and much more |
| Notes |
Includes author index |
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Print version record |
| Subject |
Information retrieval -- Congresses
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Information retrieval
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Hiemstra, Djoerd, editor
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Moens, Marie-Francine, 1957- editor.
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Mothe, Josiane, editor.
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Perego, Raffaele, editor.
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Potthast, Martin, editor
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Sebastiani, Fabrizio, editor.
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| ISBN |
9783030722401 |
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3030722406 |
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