Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities

22 June 2022

Kyle Lo

Papers citing "Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities"

30 / 30 papers shown

Title
A Unified Retrieval Framework with Document Ranking and EDU Filtering for Multi-document Summarization Shiyin Tan Jaeeon Park Dongyuan Li Renhe Jiang Manabu Okumura RALM 28 0 0 23 Apr 2025
QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache Rishabh Tiwari Haocheng Xi Aditya Tomar Coleman Hooper Sehoon Kim Maxwell Horton Mahyar Najibi Michael W. Mahoney K. K. Amir Gholami MQ 39 1 0 05 Feb 2025
Context-Aware Hierarchical Merging for Long Document Summarization Litu Ou Mirella Lapata MoMe 94 1 0 03 Feb 2025
Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges Farid Ariai Gianluca Demartini ELM AILaw VLM 36 4 0 25 Oct 2024
Unlocking Legal Knowledge: A Multilingual Dataset for Judicial Summarization in Switzerland Luca Rolshoven Vishvaksenan Rasiah Srinanda Brügger Bose Matthias Sturmer Joel Niklaus ELM AILaw 27 1 0 17 Oct 2024
HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly Howard Yen Tianyu Gao Minmin Hou Ke Ding Daniel Fleischer Peter Izsak Moshe Wasserblat Danqi Chen ALM ELM 50 24 0 03 Oct 2024
How to Train Long-Context Language Models (Effectively) Tianyu Gao Alexander Wettig Howard Yen Danqi Chen RALM 62 36 0 03 Oct 2024
A Critical Look at Meta-evaluating Summarisation Evaluation Metrics Xiang Dai Sarvnaz Karimi Biaoyan Fang 17 0 0 29 Sep 2024
LegalBench-RAG: A Benchmark for Retrieval-Augmented Generation in the Legal Domain Nicholas Pipitone Ghita Houir Alami AILaw RALM VLM ELM 21 22 0 19 Aug 2024
CLERC: A Dataset for Legal Case Retrieval and Retrieval-Augmented Analysis Generation Abe Bohan Hou Orion Weller Guanghui Qin Eugene Yang Dawn J Lawrie Nils Holzenberger Andrew Blair-Stanek Benjamin Van Durme AILaw ELM 39 5 0 24 Jun 2024
DOLOMITES: Domain-Specific Long-Form Methodical Tasks Chaitanya Malaviya Priyanka Agrawal Kuzman Ganchev Pranesh Srinivasan Fantine Huot Jonathan Berant Mark Yatskar Dipanjan Das Mirella Lapata Chris Alberti 21 6 0 09 May 2024
LexAbSumm: Aspect-based Summarization of Legal Decisions Santosh T.Y.S.S Mahmoud Aly Matthias Grabmair AILaw ELM 23 1 0 31 Mar 2024
Legal-HNet: Mixing Legal Long-Context Tokens with Hartley Transform Daniele Giofré Sneha Ghantasala AILaw 19 0 0 09 Nov 2023
Large Language Model Prompt Chaining for Long Legal Document Classification Dietrich Trautmann ELM AILaw 10 10 0 08 Aug 2023
Incorporating Distributions of Discourse Structure for Long Document Abstractive Summarization Dongqi Pu Yifa Wang Vera Demberg 16 21 0 26 May 2023
LLMs as Factual Reasoners: Insights from Existing Benchmarks and Beyond Philippe Laban Wojciech Kry'sciñski Divyansh Agarwal Alexander R. Fabbri Caiming Xiong Shafiq R. Joty Chien-Sheng Wu ALM HILM 24 30 0 23 May 2023
Automated Metrics for Medical Multi-Document Summarization Disagree with Human Evaluations Lucy Lu Wang Yulia Otmakhova Jay DeYoung Thinh Hung Truong Bailey Kuehl Erin Bransom Byron C. Wallace 95 19 0 23 May 2023
Beyond Summarization: Designing AI Support for Real-World Expository Writing Tasks Zejiang Shen Tal August Pao Siangliulue Kyle Lo Jonathan Bragg Jeff Hammerbacher Doug Downey Joseph Chee Chang David Sontag ELM 14 18 0 05 Apr 2023
LEXTREME: A Multi-Lingual and Multi-Task Benchmark for the Legal Domain Joel Niklaus Veton Matoshi Pooja Rani Andrea Galassi Matthias Sturmer Ilias Chalkidis ELM AILaw 14 54 0 30 Jan 2023
OASum: Large-Scale Open Domain Aspect-based Summarization Xianjun Yang Kaiqiang Song Sangwoo Cho Xiaoyang Wang Xiaoman Pan Linda R. Petzold Dong Yu RALM 16 17 0 19 Dec 2022
LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval William F. Bruno Dan Roth ELM AILaw 16 6 0 06 Dec 2022
BudgetLongformer: Can we Cheaply Pretrain a SotA Legal Language Model From Scratch? Joel Niklaus Daniele Giofré 22 11 0 30 Nov 2022
Task-aware Retrieval with Instructions Akari Asai Timo Schick Patrick Lewis Xilun Chen Gautier Izacard Sebastian Riedel Hannaneh Hajishirzi Wen-tau Yih 17 86 0 16 Nov 2022
ClassActionPrediction: A Challenging Benchmark for Legal Judgment Prediction of Class Action Cases in the US Gil Semo Dor Bernsohn Ben Hagag Gila Hayat Joel Niklaus AILaw ELM 26 19 0 01 Nov 2022
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents Domenic Rosati 11 0 0 28 Oct 2022
An Exploration of Hierarchical Attention Transformers for Efficient Long Document Classification Ilias Chalkidis Xiang Dai Manos Fergadiotis Prodromos Malakasiotis Desmond Elliott 30 33 0 11 Oct 2022
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization Wen Xiao Iz Beltagy Giuseppe Carenini Arman Cohan CVBM 70 113 0 16 Oct 2021
LexGLUE: A Benchmark Dataset for Legal Language Understanding in English Ilias Chalkidis Abhik Jana D. Hartung M. Bommarito Ion Androutsopoulos Daniel Martin Katz Nikolaos Aletras AILaw ELM 123 244 0 03 Oct 2021
Neural Legal Judgment Prediction in English Ilias Chalkidis Ion Androutsopoulos Nikolaos Aletras AILaw ELM 98 279 0 05 Jun 2019
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 170 3,504 0 10 Jun 2015