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Text Segmentation as a Supervised Learning Task

Text Segmentation as a Supervised Learning Task

25 March 2018
Omri Koshorek
Adir Cohen
Noam Mor
Michael Rotman
Jonathan Berant
ArXiv (abs)PDFHTML

Papers citing "Text Segmentation as a Supervised Learning Task"

50 / 61 papers shown
ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models
ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models
Jiani Guo
Zuchao Li
Jie Wu
Qianren Wang
Yun Li
Lefei Zhang
Hai Zhao
Yujiu Yang
VLM
198
1
0
01 Nov 2025
BoundRL: Efficient Structured Text Segmentation through Reinforced Boundary Generation
BoundRL: Efficient Structured Text Segmentation through Reinforced Boundary Generation
Haoyuan Li
Zhengyuan Shen
Sullam Jeoung
Yueyan Chen
Jiayu Li
Qi Zhu
Shuai Wang
V. Ioannidis
Huzefa Rangwala
231
0
0
23 Oct 2025
Consistent Kernel Change-Point Detection under m-Dependence for Text Segmentation
Consistent Kernel Change-Point Detection under m-Dependence for Text Segmentation
Jairo Diaz-Rodriguez
Mumin Jia
283
1
0
03 Oct 2025
HiChunk: Evaluating and Enhancing Retrieval-Augmented Generation with Hierarchical Chunking
HiChunk: Evaluating and Enhancing Retrieval-Augmented Generation with Hierarchical Chunking
Wensheng Lu
Keyu Chen
Ruizhi Qiao
Xing Sun
298
6
0
15 Sep 2025
Team "better_call_claude": Style Change Detection using a Sequential Sentence Pair Classifier
Team "better_call_claude": Style Change Detection using a Sequential Sentence Pair Classifier
Gleb Schmidt
Johannes Römisch
Mariia Halchynska
Svetlana Gorovaia
Ivan P. Yamshchikov
AI4TS
165
1
0
01 Aug 2025
A Vietnamese Dataset for Text Segmentation and Multiple Choices Reading Comprehension
A Vietnamese Dataset for Text Segmentation and Multiple Choices Reading Comprehension
Toan Nguyen Hai
Ha Nguyen Viet
Truong Quan Xuan
Duc Do Minh
193
1
0
19 Jun 2025
BP-Seg: A graphical model approach to unsupervised and non-contiguous text segmentation using belief propagation
BP-Seg: A graphical model approach to unsupervised and non-contiguous text segmentation using belief propagation
Fengyi Li
Kayhan Behdin
Natesh Pillai
Xiaofeng Wang
Zhipeng Wang
Ercan Yildiz
289
0
0
22 May 2025
Reconstructing Context: Evaluating Advanced Chunking Strategies for Retrieval-Augmented Generation
Reconstructing Context: Evaluating Advanced Chunking Strategies for Retrieval-Augmented Generation
Carlo Merola
Jaspinder Singh
RALM
1.1K
15
0
28 Apr 2025
CrossFormer: Cross-Segment Semantic Fusion for Document Segmentation
CrossFormer: Cross-Segment Semantic Fusion for Document Segmentation
Tongke Ni
Yang Fan
Junru Zhou
Xiangping Wu
Qingcai Chen
389
1
0
31 Mar 2025
Large Language Models Are Effective Human Annotation Assistants, But Not Good Independent Annotators
Large Language Models Are Effective Human Annotation Assistants, But Not Good Independent Annotators
Feng Gu
Zongxia Li
Carlos Rafael Colon
Benjamin Evans
Ishani Mondal
Jordan Lee Boyd-Graber
327
4
0
09 Mar 2025
Multimodal Fusion and Coherence Modeling for Video Topic Segmentation
Multimodal Fusion and Coherence Modeling for Video Topic SegmentationAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Hai Yu
Chong Deng
Qinglin Zhang
Jiaqing Liu
Qian Chen
Wen Wang
523
2
0
31 Dec 2024
Recent Trends in Linear Text Segmentation: a Survey
Recent Trends in Linear Text Segmentation: a SurveyConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Iacopo Ghinassi
Lin Wang
Chris Newell
Matthew Purver
3DVOOD
257
9
0
25 Nov 2024
fLSA: Learning Semantic Structures in Document Collections Using Foundation Models
fLSA: Learning Semantic Structures in Document Collections Using Foundation Models
Weijia Xu
Nebojsa Jojic
Nicolas Le Roux
303
0
0
07 Oct 2024
Advancing Topic Segmentation of Broadcasted Speech with Multilingual
  Semantic Embeddings
Advancing Topic Segmentation of Broadcasted Speech with Multilingual Semantic EmbeddingsEuropean Conference on Artificial Intelligence (ECAI), 2024
Sakshi Deo Shukla
Pavel Denisov
Tuğtekin Turan
206
0
0
10 Sep 2024
Large Language Models for Page Stream Segmentation
Large Language Models for Page Stream Segmentation
H. Heidenreich
Ratish Dalvi
Rohith Mukku
Nikhil Verma
Neven Pičuljan
216
4
0
21 Aug 2024
TocBERT: Medical Document Structure Extraction Using Bidirectional
  Transformers
TocBERT: Medical Document Structure Extraction Using Bidirectional Transformers
Majd Saleh
Sarra Baghdadi
Stéphane Paquelet
MedIm
201
3
0
27 Jun 2024
Branching Narratives: Character Decision Points Detection
Branching Narratives: Character Decision Points Detection
Alexey Tikhonov
208
2
0
12 May 2024
Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts:
  Challenges, Strategies, and Insights
Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and Insights
Zijie Zeng
Shiqi Liu
Lele Sha
Zhuang Li
Kaixun Yang
Sannyuya Liu
Dragan Gavsević
Guanliang Chen
DeLMO
588
26
0
06 Mar 2024
Segmenting Messy Text: Detecting Boundaries in Text Derived from
  Historical Newspaper Images
Segmenting Messy Text: Detecting Boundaries in Text Derived from Historical Newspaper Images
Carol Anderson
Phil Crone
VLM
214
1
0
20 Dec 2023
Multi-Modal Video Topic Segmentation with Dual-Contrastive Domain
  Adaptation
Multi-Modal Video Topic Segmentation with Dual-Contrastive Domain Adaptation
Linzi Xing
Quan Tran
Fabian Caba
Franck Dernoncourt
Seunghyun Yoon
Zhaowen Wang
Trung Bui
Giuseppe Carenini
353
0
0
30 Nov 2023
Topic Segmentation of Semi-Structured and Unstructured Conversational
  Datasets using Language Models
Topic Segmentation of Semi-Structured and Unstructured Conversational Datasets using Language Models
Reshmi Ghosh
Harjeet Singh Kajal
Sharanya Kamath
Dhuri Shrivastava
Samyadeep Basu
Hansi Zeng
Soundararajan Srinivasan
191
3
0
26 Oct 2023
Improving Long Document Topic Segmentation Models With Enhanced
  Coherence Modeling
Improving Long Document Topic Segmentation Models With Enhanced Coherence ModelingConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Hai Yu
Chong Deng
Qinglin Zhang
Jiaqing Liu
Qian Chen
Wen Wang
AI4TS
323
24
0
18 Oct 2023
Grounded Complex Task Segmentation for Conversational Assistants
Grounded Complex Task Segmentation for Conversational AssistantsSIGDIAL Conferences (SIGDIAL), 2023
Rafael Ferreira
David Semedo
João Magalhães
173
0
0
20 Sep 2023
Multi-turn Dialogue Comprehension from a Topic-aware Perspective
Multi-turn Dialogue Comprehension from a Topic-aware Perspective
Xinbei Ma
Yi Xu
Hai Zhao
Zhuosheng Zhang
365
9
0
18 Sep 2023
Unsupervised Dialogue Topic Segmentation in Hyperdimensional Space
Unsupervised Dialogue Topic Segmentation in Hyperdimensional SpaceInterspeech (Interspeech), 2023
Seongmin Park
Jinkyu Seo
Jihwa Lee
316
4
0
21 Aug 2023
SNeL: A Structured Neuro-Symbolic Language for Entity-Based Multimodal
  Scene Understanding
SNeL: A Structured Neuro-Symbolic Language for Entity-Based Multimodal Scene Understanding
Silvan Ferreira
Allan Martins
Ivanovitch Silva
257
0
0
09 Jun 2023
Advancing Topic Segmentation and Outline Generation in Chinese Texts:
  The Paragraph-level Topic Representation, Corpus, and Benchmark
Advancing Topic Segmentation and Outline Generation in Chinese Texts: The Paragraph-level Topic Representation, Corpus, and BenchmarkInternational Conference on Language Resources and Evaluation (LREC), 2023
Feng Jiang
Weihao Liu
Xiaomin Chu
Peifeng Li
Qiaoming Zhu
Haizhou Li
293
8
0
24 May 2023
Topic-driven Distant Supervision Framework for Macro-level Discourse
  Parsing
Topic-driven Distant Supervision Framework for Macro-level Discourse Parsing
Feng Jiang
Longwang He
Peifeng Li
Qiaoming Zhu
Haizhou Li
189
0
0
23 May 2023
Unsupervised Scientific Abstract Segmentation with Normalized Mutual
  Information
Unsupervised Scientific Abstract Segmentation with Normalized Mutual Information
Yingqiang Gao
Jessica Lam
Nianlong Gu
Richard H. R. Hahnloser
218
0
0
19 May 2023
SuperDialseg: A Large-scale Dataset for Supervised Dialogue Segmentation
SuperDialseg: A Large-scale Dataset for Supervised Dialogue SegmentationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Junfeng Jiang
Chengzhang Dong
Sadao Kurohashi
Akiko Aizawa
175
15
0
15 May 2023
Stance Detection: A Practical Guide to Classifying Political Beliefs in
  Text
Stance Detection: A Practical Guide to Classifying Political Beliefs in TextPolitical Science Research and Methods (PSRM), 2023
Michael Burnham
372
34
0
02 May 2023
Topic Shift Detection in Chinese Dialogues: Corpus and Benchmark
Topic Shift Detection in Chinese Dialogues: Corpus and BenchmarkIEEE International Conference on Document Analysis and Recognition (ICDAR), 2023
Jian-Dong Lin
Yaxin Fan
Feng Jiang
Xiaomin Chu
Peifeng Li
265
5
0
02 May 2023
Topic Segmentation Model Focusing on Local Context
Topic Segmentation Model Focusing on Local Context
Jeonghwan Lee
Jiyeong Han
Sunghoon Baek
M. Song
204
7
0
05 Jan 2023
Topic Segmentation in the Wild: Towards Segmentation of Semi-structured
  & Unstructured Chats
Topic Segmentation in the Wild: Towards Segmentation of Semi-structured & Unstructured Chats
R. Ghosh
Harjeet Singh Kajal
Sharanya Kamath
Dhuri Shrivastava
S. Basu
Soundararajan Srinivasan
164
6
0
27 Nov 2022
Toward Unifying Text Segmentation and Long Document Summarization
Toward Unifying Text Segmentation and Long Document SummarizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Sangwoo Cho
Kaiqiang Song
Xiaoyang Wang
Fei Liu
Dong Yu
215
43
0
28 Oct 2022
Semantics-Consistent Cross-domain Summarization via Optimal Transport
  Alignment
Semantics-Consistent Cross-domain Summarization via Optimal Transport Alignment
Jielin Qiu
Jiacheng Zhu
Mengdi Xu
Franck Dernoncourt
Trung Bui
Zhaowen Wang
Yue Liu
Ding Zhao
Hailin Jin
151
12
0
10 Oct 2022
Structured Summarization: Unified Text Segmentation and Segment Labeling
  as a Generation Task
Structured Summarization: Unified Text Segmentation and Segment Labeling as a Generation Task
Hakan Inan
Rashi Rungta
Yashar Mehdad
170
14
0
28 Sep 2022
Improving Topic Segmentation by Injecting Discourse Dependencies
Improving Topic Segmentation by Injecting Discourse Dependencies
Linzi Xing
Patrick Huber
Giuseppe Carenini
177
8
0
18 Sep 2022
MHMS: Multimodal Hierarchical Multimedia Summarization
MHMS: Multimodal Hierarchical Multimedia Summarization
Jielin Qiu
Jiacheng Zhu
Mengdi Xu
Franck Dernoncourt
Trung Bui
Zhaowen Wang
Yue Liu
Ding Zhao
Hailin Jin
222
14
0
07 Apr 2022
Predicting Above-Sentence Discourse Structure using Distant Supervision
  from Topic Segmentation
Predicting Above-Sentence Discourse Structure using Distant Supervision from Topic Segmentation
Patrick Huber
Linzi Xing
Giuseppe Carenini
161
8
0
12 Dec 2021
Human Guided Exploitation of Interpretable Attention Patterns in
  Summarization and Topic Segmentation
Human Guided Exploitation of Interpretable Attention Patterns in Summarization and Topic Segmentation
Raymond Li
Wen Xiao
Linzi Xing
Lanjun Wang
Gabriel Murray
Giuseppe Carenini
ViT
398
10
0
10 Dec 2021
Transformer over Pre-trained Transformer for Neural Text Segmentation
  with Enhanced Topic Coherence
Transformer over Pre-trained Transformer for Neural Text Segmentation with Enhanced Topic Coherence
Kelvin Lo
Yuan Jin
Weicong Tan
Ming Liu
Lan Du
Wray Buntine
230
52
0
14 Oct 2021
Learning Constraints and Descriptive Segmentation for Subevent Detection
Learning Constraints and Descriptive Segmentation for Subevent Detection
Haoyu Wang
Hongming Zhang
Muhao Chen
Dan Roth
219
25
0
13 Sep 2021
TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling
TIAGE: A Benchmark for Topic-Shift Aware Dialog ModelingConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Huiyuan Xie
Zhenghao Liu
Chenyan Xiong
Zhiyuan Liu
Ann A. Copestake
VLM
161
35
0
09 Sep 2021
Sequence Model with Self-Adaptive Sliding Window for Efficient Spoken
  Document Segmentation
Sequence Model with Self-Adaptive Sliding Window for Efficient Spoken Document SegmentationAutomatic Speech Recognition & Understanding (ASRU), 2021
Qinglin Zhang
Qian Chen
Yali Li
Jiaqing Liu
Wen Wang
383
32
0
20 Jul 2021
Improving Unsupervised Dialogue Topic Segmentation with Utterance-Pair
  Coherence Scoring
Improving Unsupervised Dialogue Topic Segmentation with Utterance-Pair Coherence ScoringSIGDIAL Conferences (SIGDIAL), 2021
Linzi Xing
Giuseppe Carenini
201
53
0
12 Jun 2021
VT-SSum: A Benchmark Dataset for Video Transcript Segmentation and
  Summarization
VT-SSum: A Benchmark Dataset for Video Transcript Segmentation and Summarization
Tengchao Lv
Lei Cui
M. Vasilijevic
Furu Wei
164
13
0
10 Jun 2021
Iterative Hierarchical Attention for Answering Complex Questions over
  Long Documents
Iterative Hierarchical Attention for Answering Complex Questions over Long Documents
Haitian Sun
William W. Cohen
Ruslan Salakhutdinov
419
14
0
01 Jun 2021
Structural Text Segmentation of Legal Documents
Structural Text Segmentation of Legal Documents
Dennis Aumiller
Satya Almasian
S. Lackner
Michael Gertz
AILaw
426
39
0
07 Dec 2020
Chapter Captor: Text Segmentation in Novels
Chapter Captor: Text Segmentation in Novels
Charuta Pethe
Allen Kim
Steven Skiena
AILaw
98
24
0
09 Nov 2020
12
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