Papers
Grounded Answers from Multi-Passage Regulations: Learning-to-Rank for Regulatory RAG
Tuba Gokhan, Ted Briscoe
Copyright Infringement by Large Language Models in the EU: Misalignment, Safeguards, and the Path Forward
Noah Scharrenberg, Chang Sun
Label-Free Distinctiveness: Building a Continuous Trademark Scale via Synthetic Anchors
Huihui Xu, Kevin D. Ashley
Modeling Motivated Reasoning in Law: Evaluating Strategic Role Conditioning in LLM Summarization
Eunjung Cho, Alexander Hoyle, Yoan Hermstrüwer
Machine Unlearning of Personally Identifiable Information in Large Language Models
Dan Parii, Thomas van Osch, Chang Sun
Beyond the Haystack: Sensitivity to Context in Legal Reference Recall
Eric Xia, Karthik Srikumar, Keshav Karthik et al.
Translating Tax Law to Code with LLMs: A Benchmark and Evaluation Framework
Gabriele Lorenzo, Aldo Pietromatera, Nils Holzenberger
Towards Reliable Retrieval in RAG Systems for Large Legal Datasets
Markus Reuter, Tobias Lingenberg, Ruta Liepina et al.
The Automated but Risky Game: Modeling Agent-to-Agent Negotiations and Transactions in Consumer Markets
Shenzhe Zhu, Jiao Sun, Yi Nian et al.
Tracing Definitions: Lessons from Alliance Contracts in the Biopharmaceutical Industry
Maximilian Kreutner, Doerte Leusmann, Florian Lemmerich et al.
NSF-SciFy: Mining the NSF Awards Database for Scientific Claims
Delip Rao, Weiqiu You, Eric Wong et al.
AdvSumm: Adversarial Training for Bias Mitigation in Text Summarization
Mukur Gupta, Nikhil Reddy Varimalla, Nicholas Deas et al.
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing
Juntai Cao, Xiang Zhang, Raymond Li et al.
HalluTree: Explainable Multi-Hop Hallucination Detection for Abstractive Summarization
Daniel Orshansky, Oskar Oomen, Naaisha Agarwal et al.
From Keyterms to Context: Exploring Topic Description Generation in Scientific Corpora
Pierre Achkar, Satiyabooshan Murugaboopathy, Anne Kreuter et al.
DACP: Domain-Adaptive Continual Pre-Training of Large Language Models for Phone Conversation Summarization
Xue-Yong Fu, Elena Khasanova, Md Tahmid Rahman Laskar et al.
REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting
Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang
Improving Aspect-Based Summarization via Contrastive Learning with Anchored Negative Examples
Elizabeth Palmieri, Yangfeng Ji
Beyond Paraphrasing: Analyzing Summarization Abstractiveness and Reasoning
Nathan Zeweniuk, Ori Ernst, Jackie CK Cheung
CS-Sum: A Benchmark for Code-Switching Dialogue Summarization and the Limits of Large Language Models
Sathya Krishnan Suresh, Tanmay Surana, Lim Zhi Hao et al.
Hierarchical Attention Adapter for Abstractive Dialogue Summarization
Raymond Li, Chuyuan Li, Gabriel Murray et al.
LLM-as-a-Judge Failures at Automating the Identification of Poor Quality Outputs in Free-Form Texts
Zongxia Li, Xiyang Wu, Ishani Mondal et al.
Training of LLM-Based List-Wise Multilingual Reranker
Hao Yu, David Ifeoluwa Adelani