Papers
Not ready for the bench: LLM legal interpretation is unstable and uncalibrated to human judgments
Abhishek Purushothama, Junghyun Min, Brandon Waldon et al.
Aligning LLMs for Thai Legal Question Answering with Efficient Semantic-Similarity Rewards
Pawitsapak Akarajaradwong, Chompakorn Chaksangchaichot, Pirat Pothavorn et al.
Contemporary LLMs struggle with extracting formal legal arguments
Lena Held, Ivan Habernal
ContractEval: Benchmarking LLMs for Clause-Level Legal Risk Identification in Commercial Contracts
Shuang Liu, Zelong Li, Ruoyun Ma et al.
Efficient Prompt Optimisation for Legal Text Classification with Proxy Prompt Evaluator
Hyunji Lee, Kevin Chenhao Li, Matthias Grabmair et al.
PILOT-Bench: A Benchmark for Legal Reasoning in the Patent Domain with IRAC-Aligned Classification Tasks
Yehoon Jang, Chaewon Lee, Hyun-seok Min et al.
Domain Adapted Text Summarization with Self-Generated Guidelines
Andrianos Michail, Bartosz Rudnikowicz, Pavlos Fragkogiannis et al.
Evaluating the Role of Verifiers in Test-Time Scaling for Legal Reasoning Tasks
Davide Romano, Jonathan Richard Schwarz, Daniele Giofrè
Labor Lex: A New Portuguese Corpus and Pipeline for Information Extraction in Brazilian Legal Texts
Pedro Vitor Quinta de Castro, Nádia Félix Felipe Da Silva
Validate Your Authority: Benchmarking LLMs on Multi-Label Precedent Treatment Classification
M. Mikail Demir, M Abdullah Canbaz
Evaluating LLM-Generated Legal Explanations for Regulatory Compliance in Social Media Influencer Marketing
Haoyang Gui, Thales Bertaglia, Taylor Annabell et al.
NyayGraph: A Knowledge Graph Enhanced Approach for Legal Statute Identification in Indian Law using Large Language Models
Siddharth Shukla, Tanuj Tyagi, Abhay Singh Bisht et al.
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.