Text Segmentation

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

7 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 40 papers with code (124 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.

• CoType: Joint Extraction of Typed Entities and Relations with Knowledge Bases
  27 Oct 2016 3 repositories listed
  We propose a novel domain-independent framework, called CoType, that runs a data-driven text segmentation algorithm to extract entity mentions, and jointly embeds entity mentions, relation mentions, text features and…
• Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model
  6 Jan 2025 2 repositories listed
  Reinforcement learning from human feedback (RLHF) has been widely adopted to align language models (LMs) with human preference.
• WenetSpeech: A 10000+ Hours Multi-domain Mandarin Corpus for Speech Recognition
  7 Oct 2021 2 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  In this paper, we present WenetSpeech, a multi-domain Mandarin corpus consisting of 10000+ hours high-quality labeled speech, 2400+ hours weakly labeled speech, and about 10000 hours unlabeled speech, with 22400+ hours…
• Text Segmentation as a Supervised Learning Task
  25 Mar 2018 2 repositories listed
  Text segmentation, the task of dividing a document into contiguous segments based on its semantic structure, is a longstanding challenge in language understanding.
• Sequence Modeling via Segmentations
  24 Feb 2017 2 repositories listed
  The probability of a segmented sequence is calculated as the product of the probabilities of all its segments, where each segment is modeled using existing tools such as recurrent neural networks.
• ControlText: Unlocking Controllable Fonts in Multilingual Text Rendering without Font Annotations
  16 Feb 2025 1 repository listed
  This work demonstrates that diffusion models can achieve font-controllable multilingual text rendering using just raw images without font label annotations.
• Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical Perception
  16 Oct 2024 1 repository listed Syntology ran 5 of 5 samples · 0 unverified
  While Retrieval-Augmented Generation (RAG) has emerged as a promising paradigm for boosting large language models (LLMs) in knowledge-intensive tasks, it often overlooks the crucial aspect of text chunking within its…
• WAS: Dataset and Methods for Artistic Text Segmentation
  31 Jul 2024 1 repository listed
  One challenge of the task is that the local stroke shapes of artistic text are changeable with diversity and complexity.
• EAFormer: Scene Text Segmentation with Edge-Aware Transformers
  24 Jul 2024 1 repository listed
  In this paper, we propose Edge-Aware Transformers, termed EAFormer, to segment texts more accurately, especially at the edge of texts.
• Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and Insights
  6 Mar 2024 1 repository listed Syntology ran 2 of 6 samples · 4 unverified · 6 pointer-only (licence)
  Our empirical findings highlight (1) detecting AI-generated sentences in hybrid texts is overall a challenging task because (1.
• Hi-SAM: Marrying Segment Anything Model for Hierarchical Text Segmentation
  31 Jan 2024 1 repository listed Syntology ran 5 of 5 samples · 0 unverified
  We use this TS model to iteratively generate the pixel-level text labels in a semi-automatical manner, unifying labels across the four text hierarchies in the HierText dataset.
• Filtered Semi-Markov CRF
  29 Nov 2023 1 repository listed
  Semi-Markov CRF has been proposed as an alternative to the traditional Linear Chain CRF for text segmentation tasks such as Named Entity Recognition (NER).
• PSSTRNet: Progressive Segmentation-guided Scene Text Removal Network
  13 Jun 2023 1 repository listed
  In each iteration, the original image, previous text removal result, and text mask are input to the network to extract the rest part of the text segments and cleaner text removal result.
• Expanding Scope: Adapting English Adversarial Attacks to Chinese
  8 Jun 2023 1 repository listed
  Most existing studies focused on designing attacks to evaluate the robustness of NLP models in the English language alone.
• CCDWT-GAN: Generative Adversarial Networks Based on Color Channel Using Discrete Wavelet Transform for Document Image Binarization
  27 May 2023 1 repository listed
  This work compares the performance of the proposed method with other state-of-the-art (SOTA) methods on DIBCO and H-DIBCO ((Handwritten) Document Image Binarization Competition) datasets.
• Three-stage binarization of color document images based on discrete wavelet transform and generative adversarial networks
  29 Nov 2022 1 repository listed
  In Stage-2, we use four independent generators to separately train GAN models based on the four channels on the processed patch images to extract color foreground information.
• DQ-DETR: Dual Query Detection Transformer for Phrase Extraction and Grounding
  28 Nov 2022 1 repository listed
  As phrase extraction can be regarded as a $1$D text segmentation problem, we formulate PEG as a dual detection problem and propose a novel DQ-DETR model, which introduces dual queries to probe different features from…
• Self-supervised Character-to-Character Distillation for Text Recognition
  1 Nov 2022 1 repository listed
  Therefore, exploring the robust text feature representations on unlabeled real images by self-supervised learning is a good solution.
• Toward Unifying Text Segmentation and Long Document Summarization
  28 Oct 2022 1 repository listed
  The problem is only exacerbated by a lack of segmentation in transcripts of audio/video recordings.
• Self-supervised Implicit Glyph Attention for Text Recognition
  7 Mar 2022 1 repository listed
  Supervised attention can alleviate the above issue, but it is character category-specific, which requires extra laborious character-level bounding box annotations and would be memory-intensive when handling languages…
• Weakly supervised discourse segmentation for multiparty oral conversations
  1 Nov 2021 1 repository listed
  Discourse segmentation, the first step of discourse analysis, has been shown to improve results for text summarization, translation and other NLP tasks.
• Sefamerve ARGE at SemEval-2021 Task 5: Toxic Spans Detection Using Segmentation Based 1-D Convolutional Neural Network Model
  1 Aug 2021 1 repository listed
  This paper describes our contribution to SemEval-2021 Task 5: Toxic Spans Detection.
• Neural Sequence Segmentation as Determining the Leftmost Segments
  15 Apr 2021 1 repository listed Syntology ran 6 of 8 samples · 2 unverified · 8 pointer-only (licence)
  Prior methods to text segmentation are mostly at token level.
• Structural Text Segmentation of Legal Documents
  7 Dec 2020 1 repository listed
  The growing complexity of legal cases has lead to an increasing interest in legal information retrieval systems that can effectively satisfy user-specific information needs.
• Hierarchical Text Segmentation for Medieval Manuscripts
  1 Dec 2020 1 repository listed
  In this paper, we address the segmentation of books of hours, Latin devotional manuscripts of the late Middle Ages, that exhibit challenging issues: a complex hierarchical entangled structure, variable content, noisy…
• Rethinking Text Segmentation: A Novel Dataset and A Text-Specific Refinement Approach
  27 Nov 2020 1 repository listed
  We also introduce Text Refinement Network (TexRNet), a novel text segmentation approach that adapts to the unique properties of text, e.
• Interpretable Natural Language Segmentation Based on Link Grammar
  14 Nov 2020 1 repository listed
  Natural language segmentation (NLS), or text segmentation, refers to the process of dividing written text into meaningful units.
• Chapter Captor: Text Segmentation in Novels
  9 Nov 2020 1 repository listed
  Books are typically segmented into chapters and sections, representing coherent subnarratives and topics.
• Improving Segmentation for Technical Support Problems
  22 May 2020 1 repository listed
  We formulate the problem as a sequence labelling task, and study the performance of state of the art approaches.
• Text Segmentation by Cross Segment Attention
  30 Apr 2020 1 repository listed
  Document and discourse segmentation are two fundamental NLP tasks pertaining to breaking up text into constituents, which are commonly used to help downstream tasks such as information retrieval or text summarization.

Syntology lines on 5 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.