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

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

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

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

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.