Cover Image

Evaluating Legal Reasoning Traces with Legal Issue Tree Rubrics

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lee, Jinu, On, Kyoung-Woon, Han, Simeng, Cohan, Arman, Hockenmaier, Julia
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Evaluating Step-by-step Reasoning Traces: A Survey
by: Lee, Jinu, et al.
Published: (2025)

ReasoningFlow: Semantic Structure of Complex Reasoning Traces
by: Lee, Jinu, et al.
Published: (2025)

Korean Canonical Legal Benchmark: Toward Knowledge-Independent Evaluation of LLMs' Legal Reasoning Capabilities
by: Oh, Hongseok, et al.
Published: (2025)

LP-Eval: Rubric and Dataset for Measuring the Quality of Legal Proposition Generation
by: Xu, Shanshan, et al.
Published: (2026)

LeMAJ (Legal LLM-as-a-Judge): Bridging Legal Reasoning and LLM Evaluation
by: Enguehard, Joseph, et al.
Published: (2025)

PLawBench: A Rubric-Based Benchmark for Evaluating LLMs in Real-World Legal Practice
by: Shi, Yuzhen, et al.
Published: (2026)

LRAS: Advanced Legal Reasoning with Agentic Search
by: Zhou, Yujin, et al.
Published: (2026)

On Evaluating LLM Alignment by Evaluating LLMs as Judges
by: Liu, Yixin, et al.
Published: (2025)

SUCEA: Reasoning-Intensive Retrieval for Adversarial Fact-checking through Claim Decomposition and Editing
by: Liu, Hongjun, et al.
Published: (2025)

P-FOLIO: Evaluating and Improving Logical Reasoning with Abundant Human-Written Reasoning Chains
by: Han, Simeng, et al.
Published: (2024)

LegalCiteBench: Evaluating Citation Reliability in Legal Language Models
by: Chen, Sijia, et al.
Published: (2026)

Structured Definitions and Segmentations for Legal Reasoning in LLMs: A Study on Indian Legal Data
by: Khatri, Mann, et al.
Published: (2025)

Bayesian Calibration of Win Rate Estimation with LLM Evaluators
by: Gao, Yicheng, et al.
Published: (2024)

CALRK-Bench: Evaluating Context-Aware Legal Reasoning in Korean Law
by: Jung, JiHyeok, et al.
Published: (2026)

Analyzing the Performance of Large Language Models on Code Summarization
by: Haldar, Rajarshi, et al.
Published: (2024)

LegalChainReasoner: A Legal Chain-guided Framework for Criminal Judicial Opinion Generation
by: Shi, Weizhe, et al.
Published: (2025)

IslamicLegalBench: Evaluating LLMs Knowledge and Reasoning of Islamic Law Across 1,200 Years of Islamic Pluralist Legal Traditions
by: Elmahjub, Ezieddin, et al.
Published: (2026)

Bridging Legal Interpretation and Formal Logic: Faithfulness, Assumption, and the Future of AI Legal Reasoning
by: Wang, Olivia Peiyu, et al.
Published: (2026)

Exploring the psychology of LLMs' Moral and Legal Reasoning
by: Almeida, Guilherme F. C. F., et al.
Published: (2023)

Automatic Legal Writing Evaluation of LLMs
by: Pires, Ramon, et al.
Published: (2025)

Evaluation Ethics of LLMs in Legal Domain
by: Zhang, Ruizhe, et al.
Published: (2024)

Are LLMs Court-Ready? Evaluating Frontier Models on Indian Legal Reasoning
by: Juvekar, Kush, et al.
Published: (2025)

On the Benefits of Fine-Grained Loss Truncation: A Case Study on Factuality in Summarization
by: Flores, Lorenzo Jaime Yu, et al.
Published: (2024)

Enhancing Judgment Document Generation via Agentic Legal Information Collection and Rubric-Guided Optimization
by: Su, Weihang, et al.
Published: (2026)

LePREC: Reasoning as Classification over Structured Factors for Assessing Relevance of Legal Issues
by: Wang, Fanyu, et al.
Published: (2026)

Evaluating the Limits of Large Language Models in Multilingual Legal Reasoning
by: Ioannou, Antreas, et al.
Published: (2025)

LegalSearchLM: Rethinking Legal Case Retrieval as Legal Elements Generation
by: Kim, Chaeeun, et al.
Published: (2025)

From Legal Text to Executable Decision Models: Evaluating Structured Representations for Legal Decision Model Generation
by: Graus, David
Published: (2026)

GLARE: Agentic Reasoning for Legal Judgment Prediction
by: Yang, Xinyu, et al.
Published: (2025)

Domain-Partitioned Hybrid RAG for Legal Reasoning: Toward Modular and Explainable Legal AI for India
by: Goel, Rakshita, et al.
Published: (2025)

LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning
by: Chen, Zerui, et al.
Published: (2026)

NyayaMind- A Framework for Transparent Legal Reasoning and Judgment Prediction in the Indian Legal System
by: Shukla, Parjanya Aditya, et al.
Published: (2026)

SciMDR: Advancing Scientific Multimodal Document Reasoning
by: Chen, Ziyu, et al.
Published: (2026)

LegalCore: A Dataset for Event Coreference Resolution in Legal Documents
by: Wei, Kangda, et al.
Published: (2025)

PILOT-Bench: A Benchmark for Legal Reasoning in the Patent Domain with IRAC-Aligned Classification Tasks
by: Jang, Yehoon, et al.
Published: (2026)

Automating Legal Interpretation with LLMs: Retrieval, Generation, and Evaluation
by: Luo, Kangcheng, et al.
Published: (2025)

ALARB: An Arabic Legal Argument Reasoning Benchmark
by: Shairah, Harethah Abu, et al.
Published: (2025)

Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction
by: Liu, Junkai, et al.
Published: (2024)

MASLegalBench: Benchmarking Multi-Agent Systems in Deductive Legal Reasoning
by: Jing, Huihao, et al.
Published: (2025)

Exploiting the Potential of Seq2Seq Models as Robust Few-Shot Learners
by: Lee, Jihyeon, et al.
Published: (2023)