VERDICT: Verifiable Evolving Reasoning with Directive-Informed Collegial Teams for Legal Judgment Prediction
Fuente:
arXiv
Saved in:
| Main Authors: | Liao, Hui, Qin, Chuan, Ren, Yongwen, Li, Hao, Huang, Zhenya, Zhang, Yanyong, Wang, Chao |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Leveraging Large Language Models for Relevance Judgments in Legal Case Retrieval
by: Ma, Shengjie, et al.
Published: (2024)
by: Ma, Shengjie, et al.
Published: (2024)
Explicitly Integrating Judgment Prediction with Legal Document Retrieval: A Law-Guided Generative Approach
by: Qin, Weicong, et al.
Published: (2023)
by: Qin, Weicong, et al.
Published: (2023)
Capturing Legal Reasoning Paths from Facts to Law in Court Judgments using Knowledge Graphs
by: Kondo, Ryoma, et al.
Published: (2025)
by: Kondo, Ryoma, 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)
JuDGE: Benchmarking Judgment Document Generation for Chinese Legal System
by: Su, Weihang, et al.
Published: (2025)
by: Su, Weihang, et al.
Published: (2025)
Self-EvolveRec: Self-Evolving Recommender Systems with LLM-based Directional Feedback
by: Kim, Sein, et al.
Published: (2026)
by: Kim, Sein, et al.
Published: (2026)
GLIER: Generative Legal Inference and Evidence Ranking for Legal Case Retrieval
by: Li, Minghan, et al.
Published: (2026)
by: Li, Minghan, et al.
Published: (2026)
Rethinking Popularity Bias in Collaborative Filtering via Analytical Vector Decomposition
by: Liu, Lingfeng, et al.
Published: (2025)
by: Liu, Lingfeng, 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)
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)
Enhancing Judgment Document Generation via Agentic Legal Information Collection and Rubric-Guided Optimization
by: Su, Weihang, et al.
Published: (2026)
by: Su, Weihang, et al.
Published: (2026)
EasyRec: Simple yet Effective Language Models for Recommendation
by: Ren, Xubin, et al.
Published: (2024)
by: Ren, Xubin, et al.
Published: (2024)
DTKG: Dual-Track Knowledge Graph-Verified Reasoning Framework for Multi-Hop QA
by: Wang, Changhao, et al.
Published: (2025)
by: Wang, Changhao, et al.
Published: (2025)
NyayaAnumana & INLegalLlama: The Largest Indian Legal Judgment Prediction Dataset and Specialized Language Model for Enhanced Decision Analysis
by: Nigam, Shubham Kumar, et al.
Published: (2024)
by: Nigam, Shubham Kumar, et al.
Published: (2024)
FACE: A General Framework for Mapping Collaborative Filtering Embeddings into LLM Tokens
by: Wang, Chao, et al.
Published: (2025)
by: Wang, Chao, et al.
Published: (2025)
ALARB: An Arabic Legal Argument Reasoning Benchmark
by: Shairah, Harethah Abu, et al.
Published: (2025)
by: Shairah, Harethah Abu, et al.
Published: (2025)
Labeling Case Similarity based on Co-Citation of Legal Articles in Judgment Documents with Empirical Dispute-Based Evaluation
by: Liu, Chao-Lin, et al.
Published: (2025)
by: Liu, Chao-Lin, et al.
Published: (2025)
Evaluating Chain-of-Thought Reasoning through Reusability and Verifiability
by: Aggarwal, Shashank, et al.
Published: (2026)
by: Aggarwal, Shashank, et al.
Published: (2026)
Multi-Source Retrieval and Reasoning for Legal Sentencing Prediction
by: Chen, Junjie, et al.
Published: (2026)
by: Chen, Junjie, et al.
Published: (2026)
Domain-Partitioned Hybrid RAG for Legal Reasoning: Toward Modular and Explainable Legal AI for India
by: Goel, Rakshita, et al.
Published: (2025)
by: Goel, Rakshita, et al.
Published: (2025)
A Comprehensive Survey on Self-Supervised Learning for Recommendation
by: Ren, Xubin, et al.
Published: (2024)
by: Ren, Xubin, et al.
Published: (2024)
A Survey of Reasoning for Substitution Relationships: Definitions, Methods, and Directions
by: Yang, Anxin, et al.
Published: (2024)
by: Yang, Anxin, et al.
Published: (2024)
Query Performance Prediction using Relevance Judgments Generated by Large Language Models
by: Meng, Chuan, et al.
Published: (2024)
by: Meng, Chuan, et al.
Published: (2024)
Explainable CTR Prediction via LLM Reasoning
by: Yu, Xiaohan, et al.
Published: (2024)
by: Yu, Xiaohan, 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)
Disentangled Contrastive Collaborative Filtering
by: Ren, Xubin, et al.
Published: (2023)
by: Ren, Xubin, et al.
Published: (2023)
Pairwise Judgment Formulation for Semantic Embedding Model in Web Search
by: Hong, Mengze, et al.
Published: (2024)
by: Hong, Mengze, et al.
Published: (2024)
A Survey on Large Language Models for Recommendation
by: Wu, Likang, et al.
Published: (2023)
by: Wu, Likang, et al.
Published: (2023)
Advanced Academic Team Worker Recommendation Models
by: Wu, Mi
Published: (2024)
by: Wu, Mi
Published: (2024)
Retrieval-Oriented Knowledge for Click-Through Rate Prediction
by: Liu, Huanshuo, et al.
Published: (2024)
by: Liu, Huanshuo, et al.
Published: (2024)
Modeling the Diachronic Evolution of Legal Norms: An LRMoo-Based, Component-Level, Event-Centric Approach to Legal Knowledge Graphs
by: de Martim, Hudson
Published: (2025)
by: de Martim, Hudson
Published: (2025)
Asynchronous Verified Semantic Caching for Tiered LLM Architectures
by: Singh, Asmit Kumar, et al.
Published: (2026)
by: Singh, Asmit Kumar, et al.
Published: (2026)
LLatrieval: LLM-Verified Retrieval for Verifiable Generation
by: Li, Xiaonan, et al.
Published: (2023)
by: Li, Xiaonan, et al.
Published: (2023)
Implicit Humanization in Everyday LLM Moral Judgments
by: Ayad, Hoda, et al.
Published: (2026)
by: Ayad, Hoda, et al.
Published: (2026)
MCLMR: A Model-Agnostic Causal Learning Framework for Multi-Behavior Recommendation
by: Zhang, Ranxu, et al.
Published: (2026)
by: Zhang, Ranxu, et al.
Published: (2026)
Know in AdVance: Linear-Complexity Forecasting of Ad Campaign Performance with Evolving User Interest
by: Wang, XiaoYu, et al.
Published: (2024)
by: Wang, XiaoYu, et al.
Published: (2024)
XRec: Large Language Models for Explainable Recommendation
by: Ma, Qiyao, et al.
Published: (2024)
by: Ma, Qiyao, et al.
Published: (2024)
Multimodal Representation-disentangled Information Bottleneck for Multimodal Recommendation
by: Wang, Hui, et al.
Published: (2025)
by: Wang, Hui, et al.
Published: (2025)
The Effect of Document Summarization on LLM-Based Relevance Judgments
by: Mohtadi, Samaneh, et al.
Published: (2025)
by: Mohtadi, Samaneh, et al.
Published: (2025)
Silence Routing: When Not Speaking Improves Collective Judgment
by: Fujisaki, Itsuki, et al.
Published: (2026)
by: Fujisaki, Itsuki, et al.
Published: (2026)
Similar Items
-
Leveraging Large Language Models for Relevance Judgments in Legal Case Retrieval
by: Ma, Shengjie, et al.
Published: (2024) -
Explicitly Integrating Judgment Prediction with Legal Document Retrieval: A Law-Guided Generative Approach
by: Qin, Weicong, et al.
Published: (2023) -
Capturing Legal Reasoning Paths from Facts to Law in Court Judgments using Knowledge Graphs
by: Kondo, Ryoma, 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) -
JuDGE: Benchmarking Judgment Document Generation for Chinese Legal System
by: Su, Weihang, et al.
Published: (2025)