![[2602.18346] Vichara: Appellate Judgment Prediction and Explanation for the Indian Judicial System](https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png){kind=logo}
[2602.18346] Vichara: Appellate Judgment Prediction and Explanation for the Indian Judicial System
Summary
Vichara is a framework designed to predict and explain appellate judgments in the Indian judicial system, leveraging AI to enhance legal decision-making and reduce case backlogs.
Why It Matters
As India's judicial system grapples with a significant backlog of cases, Vichara provides a promising AI-driven solution for predicting appellate judgments. This innovation not only aids in expediting legal processes but also enhances the interpretability of decisions, which is crucial for legal professionals navigating complex cases.
Key Takeaways
- Vichara predicts appellate judgments using AI, addressing case backlog issues in India.
- The framework utilizes decision points to structure legal determinations for better clarity.
- GPT-4o mini outperformed other models in judgment prediction accuracy and explanation clarity.
- Vichara's explanations are based on the IRAC framework, enhancing interpretability for legal professionals.
- Human evaluations indicate high clarity and usefulness of Vichara's generated explanations.
Computer Science > Computation and Language arXiv:2602.18346 (cs) [Submitted on 20 Feb 2026] Title:Vichara: Appellate Judgment Prediction and Explanation for the Indian Judicial System Authors:Pavithra PM Nair, Preethu Rose Anish View a PDF of the paper titled Vichara: Appellate Judgment Prediction and Explanation for the Indian Judicial System, by Pavithra PM Nair and 1 other authors View PDF HTML (experimental) Abstract:In jurisdictions like India, where courts face an extensive backlog of cases, artificial intelligence offers transformative potential for legal judgment prediction. A critical subset of this backlog comprises appellate cases, which are formal decisions issued by higher courts reviewing the rulings of lower courts. To this end, we present Vichara, a novel framework tailored to the Indian judicial system that predicts and explains appellate judgments. Vichara processes English-language appellate case proceeding documents and decomposes them into decision points. Decision points are discrete legal determinations that encapsulate the legal issue, deciding authority, outcome, reasoning, and temporal context. The structured representation isolates the core determinations and their context, enabling accurate predictions and interpretable explanations. Vichara's explanations follow a structured format inspired by the IRAC (Issue-Rule-Application-Conclusion) framework and adapted for Indian legal reasoning. This enhances interpretability, allowing legal profession...
