Cover Image

A Comprehensive Survey on Legal Summarization: Challenges and Future Directions

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Akter, Mousumi, Çano, Erion, Weber, Erik, Dobler, Dennis, Habernal, Ivan
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Differentially-private text generation degrades output language quality
by: Çano, Erion, et al.
Published: (2025)

Redundancy Aware Multi-Reference Based Gainwise Evaluation of Extractive Summarization
by: Akter, Mousumi, et al.
Published: (2023)

Privacy-Preserving Models for Legal Natural Language Processing
by: Yin, Ying, et al.
Published: (2022)

Transparent NLP: Using RAG and LLM Alignment for Privacy Q&A
by: Leschanowsky, Anna, et al.
Published: (2025)

Legal Experts Disagree With Rationale Extraction Techniques for Explaining ECtHR Case Outcome Classification
by: Namazov, Mahammad, et al.
Published: (2026)

How reparametrization trick broke differentially-private text representation learning
by: Habernal, Ivan
Published: (2022)

Benchmarking LLMs on the Semantic Overlap Summarization Task
by: Salvador, John, et al.
Published: (2024)

AlbNews: A Corpus of Headlines for Topic Modeling in Albanian
by: Çano, Erion, et al.
Published: (2024)

Private Synthetic Text Generation with Diffusion Models
by: Ochs, Sebastian, et al.
Published: (2024)

The Conundrum of Trustworthy Research on Attacking Personally Identifiable Information Removal Techniques
by: Ochs, Sebastian, et al.
Published: (2026)

LaCour!: Enabling Research on Argumentation in Hearings of the European Court of Human Rights
by: Held, Lena, et al.
Published: (2023)

Mining Legal Arguments to Study Judicial Formalism
by: Koref, Tomáš, et al.
Published: (2025)

Evaluating Large Language Models on Urdu Idiom Translation
by: Khan, Muhammad Farmal, et al.
Published: (2025)

DP-BART for Privatized Text Rewriting under Local Differential Privacy
by: Igamberdiev, Timour, et al.
Published: (2023)

FaNS: a Facet-based Narrative Similarity Metric
by: Akter, Mousumi, et al.
Published: (2023)

To share or not to share: What risks would laypeople accept to give sensitive data to differentially-private NLP systems?
by: Weiss, Christopher, et al.
Published: (2023)

Summarizing Speech: A Comprehensive Survey
by: Retkowski, Fabian, et al.
Published: (2025)

Evaluation of Large Language Models in Legal Applications: Challenges, Methods, and Future Directions
by: Hu, Yiran, et al.
Published: (2026)

A Survey of Code-switched Arabic NLP: Progress, Challenges, and Future Directions
by: Hamed, Injy, et al.
Published: (2025)

Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
by: Gridach, Mourad, et al.
Published: (2025)

Granularity is crucial when applying differential privacy to text: An investigation for neural machine translation
by: Vu, Doan Nam Long, et al.
Published: (2024)

A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future
by: Zhong, Jialun, et al.
Published: (2025)

A Survey on Large Language Models for Automated Planning
by: Aghzal, Mohamed, et al.
Published: (2025)

A Comprehensive Survey of Bias in LLMs: Current Landscape and Future Directions
by: Ranjan, Rajesh, et al.
Published: (2024)

Compound AI Systems Optimization: A Survey of Methods, Challenges, and Future Directions
by: Lee, Yu-Ang, et al.
Published: (2025)

Is Your Prompt Safe? Investigating Prompt Injection Attacks Against Open-Source LLMs
by: Wang, Jiawen, et al.
Published: (2025)

Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning
by: Aghzal, Mohamed, et al.
Published: (2023)

LLM-Based Data Science Agents: A Survey of Capabilities, Challenges, and Future Directions
by: Rahman, Mizanur, et al.
Published: (2025)

RELexED: Retrieval-Enhanced Legal Summarization with Exemplar Diversity
by: Santosh, T. Y. S. S., et al.
Published: (2025)

LexAbSumm: Aspect-based Summarization of Legal Decisions
by: Santosh, T. Y. S. S, et al.
Published: (2024)

Challenges and Considerations in Annotating Legal Data: A Comprehensive Overview
by: Darji, Harshil, et al.
Published: (2024)

A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions
by: Shorinwa, Ola, et al.
Published: (2024)

A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions
by: Gupta, Shailja, et al.
Published: (2024)

Legal Document Summarization: Enhancing Judicial Efficiency through Automation Detection
by: Li, Yongjie, et al.
Published: (2025)

The State and Fate of Summarization Datasets: A Survey
by: Dahan, Noam, et al.
Published: (2024)

Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarization
by: Santosh, T. Y. S. S, et al.
Published: (2024)

Translating Legalese: Enhancing Public Understanding of Court Opinions with Legal Summarizers
by: Ash, Elliott, et al.
Published: (2023)

Challenges and Future Directions of Data-Centric AI Alignment
by: Yeh, Min-Hsuan, et al.
Published: (2024)

Generative AI for Character Animation: A Comprehensive Survey of Techniques, Applications, and Future Directions
by: Abootorabi, Mohammad Mahdi, et al.
Published: (2025)

The Impact of Inference Acceleration on Bias of LLMs
by: Kirsten, Elisabeth, et al.
Published: (2024)