Vocal Bursts Type Prediction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 155 papers with code (675 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.

• Context-Dependent Fine-Grained Entity Type Tagging
  3 Dec 2014 4 repositories listed
  We propose the task of context-dependent fine type tagging, where the set of acceptable labels for a mention is restricted to only those deducible from the local context (e.
• Vehicle and License Plate Recognition with Novel Dataset for Toll Collection
  11 Feb 2022 3 repositories listed
  The best Mean Average Precision (mAP@0.
• Typilus: Neural Type Hints
  6 Apr 2020 3 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  The network uses deep similarity learning to learn a TypeSpace -- a continuous relaxation of the discrete space of types -- and how to embed the type properties of a symbol (i.
• Ludwig: a type-based declarative deep learning toolbox
  17 Sep 2019 3 repositories listed
  In this work we present Ludwig, a flexible, extensible and easy to use toolbox which allows users to train deep learning models and use them for obtaining predictions without writing code.
• SeizureNet: Multi-Spectral Deep Feature Learning for Seizure Type Classification
  8 Mar 2019 3 repositories listed
  Automatic classification of epileptic seizure types in electroencephalograms (EEGs) data can enable more precise diagnosis and efficient management of the disease.
• Learning Type-Aware Embeddings for Fashion Compatibility
  25 Mar 2018 3 repositories listed Syntology ran 1 of 16 samples · 15 unverified
  Outfits in online fashion data are composed of items of many different types (e.
• Neural Fine-Grained Entity Type Classification with Hierarchy-Aware Loss
  9 Mar 2018 3 repositories listed
  The task of Fine-grained Entity Type Classification (FETC) consists of assigning types from a hierarchy to entity mentions in text.
• Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding
  17 Feb 2016 3 repositories listed
  Current systems of fine-grained entity typing use distant supervision in conjunction with existing knowledge bases to assign categories (type labels) to entity mentions.
• Automatic Error Type Annotation for Arabic
  16 Sep 2021 2 repositories listed
  We present ARETA, an automatic error type annotation system for Modern Standard Arabic.
• Deep Learning-based Type Identification of Volumetric MRI Sequences
  6 Jun 2021 2 repositories listed
  The analysis of Magnetic Resonance Imaging (MRI) sequences enables clinical professionals to monitor the progression of a brain tumor.
• Context-self contrastive pretraining for crop type semantic segmentation
  9 Apr 2021 2 repositories listed
  For crop type semantic segmentation from Satellite Image Time Series (SITS) we find performance at parcel boundaries to be a critical bottleneck and explain how CSCL tackles the underlying cause of that problem,…
• DONE: Distributed Approximate Newton-type Method for Federated Edge Learning
  10 Dec 2020 2 repositories listed
  In this work, we propose DONE, a distributed approximate Newton-type algorithm with fast convergence rate for communication-efficient federated edge learning.
• Injecting Entity Types into Entity-Guided Text Generation
  28 Sep 2020 2 repositories listed
  Our model has a multi-step decoder that injects the entity types into the process of entity mention generation.
• VAEM: a Deep Generative Model for Heterogeneous Mixed Type Data
  21 Jun 2020 2 repositories listed
  Deep generative models often perform poorly in real-world applications due to the heterogeneity of natural data sets.
• Towards Conversational Recommendation over Multi-Type Dialogs
  8 May 2020 2 repositories listed
  We propose a new task of conversational recommendation over multi-type dialogs, where the bots can proactively and naturally lead a conversation from a non-recommendation dialog (e.
• FedDANE: A Federated Newton-Type Method
  7 Jan 2020 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Federated learning aims to jointly learn statistical models over massively distributed remote devices.
• BreizhCrops: A Time Series Dataset for Crop Type Mapping
  28 May 2019 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We present Breizhcrops, a novel benchmark dataset for the supervised classification of field crops from satellite time series.
• Sherlock: A Deep Learning Approach to Semantic Data Type Detection
  25 May 2019 2 repositories listed Syntology ran 0 of 12 samples · 12 unverified
  Correctly detecting the semantic type of data columns is crucial for data science tasks such as automated data cleaning, schema matching, and data discovery.
• Type-Driven Automated Learning with Lale
  24 May 2019 2 repositories listed
  Machine-learning automation tools, ranging from humble grid-search to hyperopt, auto-sklearn, and TPOT, help explore large search spaces of possible pipelines.
• Preconditioner on Matrix Lie Group for SGD
  26 Sep 2018 2 repositories listed Syntology ran 5 of 6 samples · 1 unverified · 6 pointer-only (licence)
  We study two types of preconditioners and preconditioned stochastic gradient descent (SGD) methods in a unified framework.
• Cross-type Biomedical Named Entity Recognition with Deep Multi-Task Learning
  30 Jan 2018 2 repositories listed
  Motivation: State-of-the-art biomedical named entity recognition (BioNER) systems often require handcrafted features specific to each entity type, such as genes, chemicals and diseases.
• Car Type Recognition with Deep Neural Networks
  23 Feb 2016 2 repositories listed
  In this paper we study automatic recognition of cars of four types: Bus, Truck, Van and Small car.
• Evaluating Variants of wav2vec 2.0 on Affective Vocal Burst Tasks
  5 May 2023 1 repository listed
  The search for emotional biomarkers within the human voice is a challenging research area.
• CoDi: Co-evolving Contrastive Diffusion Models for Mixed-type Tabular Synthesis
  25 Apr 2023 1 repository listed
  With growing attention to tabular data these days, the attempt to apply a synthetic table to various tasks has been expanded toward various scenarios.
• Revisiting Deep Learning for Variable Type Recovery
  7 Apr 2023 1 repository listed
  Unfortunately, the lack of semantic information like variable types makes comprehending binaries difficult.
• Mask Detection and Classification in Thermal Face Images
  6 Apr 2023 1 repository listed
  Face masks are recommended to reduce the transmission of many viruses, especially SARS-CoV-2.
• TypeT5: Seq2seq Type Inference using Static Analysis
  16 Mar 2023 1 repository listed Syntology ran 0 of 7 samples · 7 unverified
  There has been growing interest in automatically predicting missing type annotations in programs written in Python and JavaScript.
• Safe-DS: A Domain Specific Language to Make Data Science Safe
  28 Feb 2023 1 repository listed
  In this paper, we show how the wealth of Python DS libraries can be used in a statically safe way via Safe-DS, a domain specific language (DSL) for DS.
• Link Prediction on Latent Heterogeneous Graphs
  21 Feb 2023 1 repository listed
  Assuming no type information is given, we define a so-called latent heterogeneous graph (LHG), which carries latent heterogeneous semantics as the node/edge types cannot be observed.
• Mind Reasoning Manners: Enhancing Type Perception for Generalized Zero-shot Logical Reasoning over Text
  8 Jan 2023 1 repository listed
  (2) How to enhance the perception of reasoning types for the models?

Syntology lines on 7 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.