TAG

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

2 datasets 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.

Most implemented papers archive 2025-07-28

30 shown of 309 papers with code (1,085 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.

• Bidirectional LSTM-CRF Models for Sequence Tagging
  9 Aug 2015 25 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  It can also use sentence level tag information thanks to a CRF layer.
• MULAN: Multitask Universal Lesion Analysis Network for Joint Lesion Detection, Tagging, and Segmentation
  12 Aug 2019 15 repositories listed
  When reading medical images such as a computed tomography (CT) scan, radiologists generally search across the image to find lesions, characterize and measure them, and then describe them in the radiological report.
• Temporal Action Detection with Structured Segment Networks
  20 Apr 2017 6 repositories listed Syntology ran 1 of 2 samples · 1 unverified
  Detecting actions in untrimmed videos is an important yet challenging task.
• Encode, Tag, Realize: High-Precision Text Editing
  3 Sep 2019 5 repositories listed Syntology ran 2 of 11 samples · 9 unverified
  We propose LaserTagger - a sequence tagging approach that casts text generation as a text editing task.
• LiDARTag: A Real-Time Fiducial Tag System for Point Clouds
  23 Aug 2019 4 repositories listed
  Because of the LiDAR sensors' nature, rapidly changing ambient lighting will not affect the detection of a LiDARTag; hence, the proposed fiducial marker can operate in a completely dark environment.
• Metadata Embeddings for User and Item Cold-start Recommendations
  30 Jul 2015 4 repositories listed
  I present a hybrid matrix factorisation model representing users and items as linear combinations of their content features' latent factors.
• IMMA: Immunizing text-to-image Models against Malicious Adaptation
  30 Nov 2023 3 repositories listed Syntology ran 1 of 17 samples · 16 unverified
  We propose to ``immunize'' the model by learning model parameters that are difficult for the adaptation methods when fine-tuning malicious content; in short IMMA.
• Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning
  31 May 2023 3 repositories listed Syntology ran 4 of 7 samples · 3 unverified · 1 pointer-only (licence)
  With the advent of powerful large language models (LLMs) such as GPT or Llama2, which demonstrate an ability to reason and to utilize general knowledge, there is a growing need for techniques which combine the textual…
• Toward Universal Text-to-Music Retrieval
  26 Nov 2022 3 repositories listed
  This paper introduces effective design choices for text-to-music retrieval systems.
• Correlation Networks for Extreme Multi-label Text Classification
  23 Aug 2022 3 repositories listed
  This paper develops the Correlation Networks (CorNet) architecture for the extreme multi-label text classification (XMTC) task, where the objective is to tag an input text sequence with the most relevant subset of…
• WarpDrive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPU
  31 Aug 2021 3 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  We present WarpDrive, a flexible, lightweight, and easy-to-use open-source RL framework that implements end-to-end deep multi-agent RL on a single GPU (Graphics Processing Unit), built on PyCUDA and PyTorch.
• Masked Conditional Random Fields for Sequence Labeling
  19 Mar 2021 3 repositories listed
  Conditional Random Field (CRF) based neural models are among the most performant methods for solving sequence labeling problems.
• GECToR -- Grammatical Error Correction: Tag, Not Rewrite
  26 May 2020 3 repositories listed Syntology ran 2 of 12 samples · 10 unverified
  In this paper, we present a simple and efficient GEC sequence tagger using a Transformer encoder.
• Toward Tag-free Aspect Based Sentiment Analysis: A Multiple Attention Network Approach
  22 Mar 2020 3 repositories listed
  Existing aspect based sentiment analysis (ABSA) approaches leverage various neural network models to extract the aspect sentiments via learning aspect-specific feature representations.
• Nested Named Entity Recognition via Second-best Sequence Learning and Decoding
  5 Sep 2019 3 repositories listed
  When an entity name contains other names within it, the identification of all combinations of names can become difficult and expensive.
• Automatic Malware Description via Attribute Tagging and Similarity Embedding
  15 May 2019 3 repositories listed
  With the rapid proliferation and increased sophistication of malicious software (malware), detection methods no longer rely only on manually generated signatures but have also incorporated more general approaches like…
• LINSPECTOR: Multilingual Probing Tasks for Word Representations
  22 Mar 2019 3 repositories listed
  We present a reusable methodology for creation and evaluation of such tests in a multilingual setting.
• FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models
  3 Oct 2024 2 repositories listed Syntology ran 3 of 6 samples · 3 unverified · 4 pointer-only (licence)
  The rapid development of generative AI is a double-edged sword, which not only facilitates content creation but also makes image manipulation easier and more difficult to detect.
• AutoRE: Document-Level Relation Extraction with Large Language Models
  21 Mar 2024 2 repositories listed Syntology ran 4 of 8 samples · 4 unverified · 8 pointer-only (licence)
  Large Language Models (LLMs) have demonstrated exceptional abilities in comprehending and generating text, motivating numerous researchers to utilize them for Information Extraction (IE) purposes, including Relation…
• Pre-training Differentially Private Models with Limited Public Data
  28 Feb 2024 2 repositories listed Syntology ran 0 of 2 samples · 2 unverified · 1 pointer-only (licence)
  The superior performance of large foundation models relies on the use of massive amounts of high-quality data, which often contain sensitive, private and copyrighted material that requires formal protection.
• Can GNN be Good Adapter for LLMs?
  20 Feb 2024 2 repositories listed Syntology ran 6 of 8 samples · 2 unverified · 8 pointer-only (licence)
  In terms of efficiency, the GNN adapter introduces only a few trainable parameters and can be trained with low computation costs.
• Open-Set Image Tagging with Multi-Grained Text Supervision
  23 Oct 2023 2 repositories listed Syntology ran 4 of 8 samples · 4 unverified
  Specifically, for predefined commonly used tag categories, RAM++ showcases 10.
• LP-MusicCaps: LLM-Based Pseudo Music Captioning
  31 Jul 2023 2 repositories listed Syntology ran 4 of 7 samples · 3 unverified · 4 pointer-only (licence)
  In addition, we trained a transformer-based music captioning model with the dataset and evaluated it under zero-shot and transfer-learning settings.
• GPT-NER: Named Entity Recognition via Large Language Models
  20 Apr 2023 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  GPT-NER bridges the gap by transforming the sequence labeling task to a generation task that can be easily adapted by LLMs e.
• Tag2Text: Guiding Vision-Language Model via Image Tagging
  10 Mar 2023 2 repositories listed
  This paper presents Tag2Text, a vision language pre-training (VLP) framework, which introduces image tagging into vision-language models to guide the learning of visual-linguistic features.
• Spans, Not Tokens: A Span-Centric Model for Multi-Span Reading Comprehension
  17 Dec 2022 2 repositories listed
  Multi-span reading comprehension (MSRC) requires machines to extract multiple non-contiguous spans from a given context to answer a question.
• Identifying Incorrect Annotations in Multi-Label Classification Data
  25 Nov 2022 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified
  In multi-label classification, each example in a dataset may be annotated as belonging to one or more classes (or none of the classes).
• Fiducial Tag Localization on a 3D LiDAR Prior Map
  2 Sep 2022 2 repositories listed
  We conduct both qualitative and quantitative experiments to demonstrate that our approach is the first method applicable to localize tags on a 3D LiDAR map while achieving better accuracy compared to previous methods.
• FiNER: Financial Numeric Entity Recognition for XBRL Tagging
  12 Mar 2022 2 repositories listed
  We, therefore, introduce XBRL tagging as a new entity extraction task for the financial domain and release FiNER-139, a dataset of 1.
• MSTRE-Net: Multistreaming Acoustic Modeling for Automatic Lyrics Transcription
  5 Aug 2021 2 repositories listed
  This paper makes several contributions to automatic lyrics transcription (ALT) research.

Syntology lines on 15 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.