Cross-corpus

Benchmarks archive 2025-07-28

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Most implemented papers archive 2025-07-28

22 shown of 22 papers with code (81 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Inverse-Category-Frequency based supervised term weighting scheme for text categorization
  13 Dec 2010 2 repositories listed
  Term weighting schemes often dominate the performance of many classifiers, such as kNN, centroid-based classifier and SVMs.
• AfriHuBERT: A self-supervised speech representation model for African languages
  30 Sep 2024 1 repository listed
  In this work, we present AfriHuBERT, an extension of mHuBERT-147, a compact self-supervised learning (SSL) model pretrained on 147 languages.
• The Whole Is Bigger Than the Sum of Its Parts: Modeling Individual Annotators to Capture Emotional Variability
  21 Aug 2024 1 repository listed
  Previous work has attempted to learn distributions to capture emotion variability, but these methods also lose information about the individual annotators.
• EmoBox: Multilingual Multi-corpus Speech Emotion Recognition Toolkit and Benchmark
  11 Jun 2024 1 repository listed
  In this paper, we propose EmoBox, an out-of-the-box multilingual multi-corpus speech emotion recognition toolkit, along with a benchmark for both intra-corpus and cross-corpus settings.
• Filter-based multi-task cross-corpus feature learning for speech emotion recognition
  20 Feb 2024 1 repository listed
  In investigating the effectiveness of its proposed method, the present research experiments on eight well-known public speech emotion corpora and compares the results with eight of the best approaches in the literature.
• Towards Generalizable SER: Soft Labeling and Data Augmentation for Modeling Temporal Emotion Shifts in Large-Scale Multilingual Speech
  15 Nov 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Recognizing emotions in spoken communication is crucial for advanced human-machine interaction.
• FG-Net: Facial Action Unit Detection with Generalizable Pyramidal Features
  23 Aug 2023 1 repository listed
  The proposed FG-Net achieves a strong generalization ability for heatmap-based AU detection thanks to the generalizable and semantic-rich features extracted from the pre-trained generative model.
• Emo-DNA: Emotion Decoupling and Alignment Learning for Cross-Corpus Speech Emotion Recognition
  4 Aug 2023 1 repository listed
  On one hand, our contrastive emotion decoupling achieves decoupling learning via a contrastive decoupling loss to strengthen the separability of emotion-relevant features from corpus-specific ones.
• HK-LegiCoST: Leveraging Non-Verbatim Transcripts for Speech Translation
  20 Jun 2023 1 repository listed
  We introduce HK-LegiCoST, a new three-way parallel corpus of Cantonese-English translations, containing 600+ hours of Cantonese audio, its standard traditional Chinese transcript, and English translation, segmented and…
• Cross-corpus Readability Compatibility Assessment for English Texts
  16 Jun 2023 1 repository listed
  (3) Consistent outcomes across the three metrics, validating the robustness of the compatibility assessment framework.
• UNIDECOR: A Unified Deception Corpus for Cross-Corpus Deception Detection
  5 Jun 2023 1 repository listed
  Verbal deception has been studied in psychology, forensics, and computational linguistics for a variety of reasons, like understanding behaviour patterns, identifying false testimonies, and detecting deception in online…
• Why Can't Discourse Parsing Generalize? A Thorough Investigation of the Impact of Data Diversity
  13 Feb 2023 1 repository listed
  To our knowledge, this study is the first to fully evaluate cross-corpus RST parsing generalizability on complete trees, examine between-genre degradation within an RST corpus, and investigate the impact of genre…
• Robust Vocal Quality Feature Embeddings for Dysphonic Voice Detection
  17 Nov 2022 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  In this paper, we propose a deep learning framework for generating acoustic feature embeddings sensitive to vocal quality and robust across different corpora.
• SPEAKER VGG CCT: Cross-corpus Speech Emotion Recognition with Speaker Embedding and Vision Transformers
  4 Nov 2022 1 repository listed
  In this paper, we start from the general idea above and develop a new learning solution for SER, which is based on Compact Convolutional Transformers (CCTs) combined with a speaker embedding.
• In Search of a Robust Facial Expressions Recognition Model: A Large-Scale Visual Cross-Corpus Study
  7 Oct 2022 1 repository listed
  Many researchers have been seeking robust emotion recognition system for already last two decades.
• A Neural Pairwise Ranking Model for Readability Assessment
  14 Mar 2022 1 repository listed
  Automatic Readability Assessment (ARA), the task of assigning a reading level to a text, is traditionally treated as a classification problem in NLP research.
• Dawn of the transformer era in speech emotion recognition: closing the valence gap
  14 Mar 2022 1 repository listed
  Recent advances in transformer-based architectures which are pre-trained in self-supervised manner have shown great promise in several machine learning tasks.
• A novel policy for pre-trained Deep Reinforcement Learning for Speech Emotion Recognition
  4 Jan 2021 1 repository listed
  In addition, extended learning period is a general challenge for deep RL which can impact the speed of learning for SER.
• Cross Lingual Speech Emotion Recognition: Urdu vs. Western Languages
  15 Dec 2018 1 repository listed
  Cross-lingual speech emotion recognition is an important task for practical applications.
• Transfer Learning for Improving Speech Emotion Classification Accuracy
  19 Jan 2018 1 repository listed
  The majority of existing speech emotion recognition research focuses on automatic emotion detection using training and testing data from same corpus collected under the same conditions.
• Generative Adversarial Nets for Multiple Text Corpora
  25 Dec 2017 1 repository listed
  Generative adversarial nets (GANs) have been successfully applied to the artificial generation of image data.
• Readability-based Sentence Ranking for Evaluating Text Simplification
  18 Mar 2016 1 repository listed
  We propose a new method for evaluating the readability of simplified sentences through pair-wise ranking.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.