LLM-Assisted Causal Structure Disambiguation and Factor Extraction for Legal Judgment Prediction
Fuente:
arXiv
Saved in:
| Main Authors: | Liang, Yuzhi, Ma, Lixiang, Zhu, Xinrong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction
by: Liu, Junkai, et al.
Published: (2024)
by: Liu, Junkai, et al.
Published: (2024)
Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Models
by: Peng, Xiao, et al.
Published: (2024)
by: Peng, Xiao, et al.
Published: (2024)
Query-driven Relevant Paragraph Extraction from Legal Judgments
by: Santosh, T. Y. S. S, et al.
Published: (2024)
by: Santosh, T. Y. S. S, et al.
Published: (2024)
Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning
by: Zhang, Kepu, et al.
Published: (2024)
by: Zhang, Kepu, et al.
Published: (2024)
Enabling Discriminative Reasoning in LLMs for Legal Judgment Prediction
by: Deng, Chenlong, et al.
Published: (2024)
by: Deng, Chenlong, et al.
Published: (2024)
GLARE: Agentic Reasoning for Legal Judgment Prediction
by: Yang, Xinyu, et al.
Published: (2025)
by: Yang, Xinyu, et al.
Published: (2025)
SEMDR: A Semantic-Aware Dual Encoder Model for Legal Judgment Prediction with Legal Clue Tracing
by: Liu, Pengjie, et al.
Published: (2024)
by: Liu, Pengjie, et al.
Published: (2024)
Multimodal Multi-Agent Empowered Legal Judgment Prediction
by: Kang, Zhaolu, et al.
Published: (2026)
by: Kang, Zhaolu, et al.
Published: (2026)
A Korean Legal Judgment Prediction Dataset for Insurance Disputes
by: Kwak, Alice Saebom, et al.
Published: (2024)
by: Kwak, Alice Saebom, et al.
Published: (2024)
Distinguish Confusion in Legal Judgment Prediction via Revised Relation Knowledge
by: Xu, Nuo, et al.
Published: (2024)
by: Xu, Nuo, et al.
Published: (2024)
LegalDuet: Learning Fine-grained Representations for Legal Judgment Prediction via a Dual-View Contrastive Learning
by: Xu, Buqiang, et al.
Published: (2024)
by: Xu, Buqiang, et al.
Published: (2024)
NyayaMind- A Framework for Transparent Legal Reasoning and Judgment Prediction in the Indian Legal System
by: Shukla, Parjanya Aditya, et al.
Published: (2026)
by: Shukla, Parjanya Aditya, et al.
Published: (2026)
Japanese Tort-case Dataset for Rationale-supported Legal Judgment Prediction
by: Yamada, Hiroaki, et al.
Published: (2023)
by: Yamada, Hiroaki, et al.
Published: (2023)
LegalSeg: Unlocking the Structure of Indian Legal Judgments Through Rhetorical Role Classification
by: Nigam, Shubham Kumar, et al.
Published: (2025)
by: Nigam, Shubham Kumar, et al.
Published: (2025)
The Judge Variable: Challenging Judge-Agnostic Legal Judgment Prediction
by: Zambrano, Guillaume
Published: (2025)
by: Zambrano, Guillaume
Published: (2025)
JurisCTC: Enhancing Legal Judgment Prediction via Cross-Domain Transfer and Contrastive Learning
by: Kang, Zhaolu, et al.
Published: (2025)
by: Kang, Zhaolu, et al.
Published: (2025)
AnnoCaseLaw: A Richly-Annotated Dataset For Benchmarking Explainable Legal Judgment Prediction
by: Sesodia, Magnus, et al.
Published: (2025)
by: Sesodia, Magnus, et al.
Published: (2025)
TathyaNyaya and FactLegalLlama: Advancing Factual Judgment Prediction and Explanation in the Indian Legal Context
by: Nigam, Shubham Kumar, et al.
Published: (2025)
by: Nigam, Shubham Kumar, et al.
Published: (2025)
AppellateGen: A Benchmark for Appellate Legal Judgment Generation
by: Yang, Hongkun, et al.
Published: (2026)
by: Yang, Hongkun, et al.
Published: (2026)
AR-BENCH: Benchmarking Legal Reasoning with Judgment Error Detection, Classification and Correction
by: Li, Yifei, et al.
Published: (2026)
by: Li, Yifei, et al.
Published: (2026)
Un-Doubling Diffusion: LLM-guided Disambiguation of Homonym Duplication
by: Kaskov, Evgeny, et al.
Published: (2025)
by: Kaskov, Evgeny, et al.
Published: (2025)
ASP2LJ : An Adversarial Self-Play Laywer Augmented Legal Judgment Framework
by: Chang, Ao, et al.
Published: (2025)
by: Chang, Ao, et al.
Published: (2025)
Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal Reasoning
by: Yao, Rujing, et al.
Published: (2025)
by: Yao, Rujing, et al.
Published: (2025)
HCRE: LLM-based Hierarchical Classification for Cross-Document Relation Extraction with a Prediction-then-Verification Strategy
by: Ma, Guoqi, et al.
Published: (2026)
by: Ma, Guoqi, et al.
Published: (2026)
ReGal: A First Look at PPO-based Legal AI for Judgment Prediction and Summarization in India
by: Nigam, Shubham Kumar, et al.
Published: (2025)
by: Nigam, Shubham Kumar, et al.
Published: (2025)
Knowledge Graph-Assisted LLM Post-Training for Enhanced Legal Reasoning
by: Song, Dezhao, et al.
Published: (2026)
by: Song, Dezhao, et al.
Published: (2026)
Joint Detection of Fraud and Concept Drift inOnline Conversations with LLM-Assisted Judgment
by: Senol, Ali, et al.
Published: (2025)
by: Senol, Ali, et al.
Published: (2025)
Can You Trust LLM Judgments? Reliability of LLM-as-a-Judge
by: Schroeder, Kayla, et al.
Published: (2024)
by: Schroeder, Kayla, et al.
Published: (2024)
BriefMe: A Legal NLP Benchmark for Assisting with Legal Briefs
by: Woo, Jesse, et al.
Published: (2025)
by: Woo, Jesse, et al.
Published: (2025)
Beyond the Surface: Measuring Self-Preference in LLM Judgments
by: Chen, Zhi-Yuan, et al.
Published: (2025)
by: Chen, Zhi-Yuan, et al.
Published: (2025)
Improving LLM-as-a-Judge Inference with the Judgment Distribution
by: Wang, Victor, et al.
Published: (2025)
by: Wang, Victor, et al.
Published: (2025)
NyayaRAG: Realistic Legal Judgment Prediction with RAG under the Indian Common Law System
by: Nigam, Shubham Kumar, et al.
Published: (2025)
by: Nigam, Shubham Kumar, et al.
Published: (2025)
An Exploration-Analysis-Disambiguation Reasoning Framework for Word Sense Disambiguation with Low-Parameter LLMs
by: Sumanathilaka, Deshan, et al.
Published: (2026)
by: Sumanathilaka, Deshan, et al.
Published: (2026)
JuDGE: Benchmarking Judgment Document Generation for Chinese Legal System
by: Su, Weihang, et al.
Published: (2025)
by: Su, Weihang, et al.
Published: (2025)
DACE For Railway Acronym Disambiguation
by: Hribach, El Mokhtar, et al.
Published: (2025)
by: Hribach, El Mokhtar, et al.
Published: (2025)
Sign Language Sense Disambiguation
by: Grimm, Jana, et al.
Published: (2024)
by: Grimm, Jana, et al.
Published: (2024)
Data Augmented Pipeline for Legal Information Extraction and Reasoning
by: Phuong, Nguyen Minh, et al.
Published: (2026)
by: Phuong, Nguyen Minh, et al.
Published: (2026)
BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search
by: Sun, Linzhuang, et al.
Published: (2024)
by: Sun, Linzhuang, et al.
Published: (2024)
Benchmarking LLM-based Relevance Judgment Methods
by: Arabzadeh, Negar, et al.
Published: (2025)
by: Arabzadeh, Negar, et al.
Published: (2025)
Unified Context Evolution for LLM Agents
by: Zhu, Zixuan, et al.
Published: (2026)
by: Zhu, Zixuan, et al.
Published: (2026)
Similar Items
-
Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction
by: Liu, Junkai, et al.
Published: (2024) -
Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Models
by: Peng, Xiao, et al.
Published: (2024) -
Query-driven Relevant Paragraph Extraction from Legal Judgments
by: Santosh, T. Y. S. S, et al.
Published: (2024) -
Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning
by: Zhang, Kepu, et al.
Published: (2024) -
Enabling Discriminative Reasoning in LLMs for Legal Judgment Prediction
by: Deng, Chenlong, et al.
Published: (2024)