statistical significance

Beyond statistical significance: Quantifying uncertainty and statistical variability in multilingual and multitask NLP evaluation IJCNLP 2025 BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices NeurIPS 2024 Estimating the Replication Probability of Significant Classification Benchmark Experiments JMLR 2024 Improving Statistical Significance in Human Evaluation of Automatic Metrics via Soft Pairwise Accuracy EMNLP 2024 Navigating the Metrics Maze: Reconciling Score Magnitudes and Accuracies ACL 2024 Derandomized novelty detection with FDR control via conformal e-values NeurIPS 2023 GNAT: A General Narrative Alignment Tool EMNLP 2023 On the Interpretability and Significance of Bias Metrics in Texts: a PMI-based Approach ACL 2023 Towards Inferential Reproducibility of Machine Learning Research ICLR 2023 Differentially Describing Groups of Graphs AAAI 2022 Fast and More Powerful Selective Inference for Sparse High-Order Interaction Model AAAI 2022 On the Effectiveness of Automated Metrics for Text Generation Systems EMNLP 2022 Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective Inference NeurIPS 2022 Reproducibility Signals in Science: A preliminary analysis AACL 2022 Confidence Intervals for ASR-Based TTS Evaluation Interspeech 2021 MT-Telescope: An interactive platform for contrastive evaluation of MT systems ACL 2021 Scientific Credibility of Machine Translation Research: A Meta-Evaluation of 769 Papers ACL 2021 Efficiently Enumerating Substrings with Statistically Significant Frequencies of Locally Optimal Occurrences in Gigantic String AAAI 2020 NLPStatTest: A Toolkit for Comparing NLP System Performance AACL 2020 Significance Tests for Neural Networks JMLR 2020 Finding Statistically Significant Interactions between Continuous Features IJCAI 2019 Significance-based community detection in weighted networks JMLR 2018 The Hitchhiker’s Guide to Testing Statistical Significance in Natural Language Processing ACL 2018 Bias and Statistical Significance in Evaluating Speech Synthesis with Mean Opinion Scores Interspeech 2017 Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging EMNLP 2017