Papers by Anurag Nigam
Legal Judgment Reimagined: PredEx and the Rise of Intelligent AI Interpretation in Indian Courts (2024.findings-acl)
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| Challenge: | Prediction with Explanation is the largest expert-annotated dataset for legal judgment prediction and explanation in the Indian context . |
| Approach: | They propose to use an annotated legal judgment prediction corpus to improve models' accuracy . they employ transformer-based models tailored for both general and Indian legal contexts . |
| Outcome: | The proposed system improves the accuracy and explanatory depth of models for legal judgments. |
LLMs – the Good, the Bad or the Indispensable?: A Use Case on Legal Statute Prediction and Legal Judgment Prediction on Indian Court Cases (2023.findings-emnlp)
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Shaurya Vats, Atharva Zope, Somsubhra De, Anurag Sharma, Upal Bhattacharya, Shubham Nigam, Shouvik Guha, Koustav Rudra, Kripabandhu Ghosh
| Challenge: | Large Language Models have touched upon many real-life tasks. |
| Approach: | They apply Large Language Models to two popular tasks: Statute Prediction and Judgment Prediction. |
| Outcome: | The proposed model performs well in Statute Prediction and Judgment Prediction on Indian Supreme Court cases. |
Varying Vector Representations and Integrating Meaning Shifts into a PageRank Model for Automatic Term Extraction (2020.lrec-1)
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| Challenge: | a comparative study for automatic term extraction from domain-specific language using a PageRank graph algorithm with different edge-weighting methods. |
| Approach: | They propose to use a PageRank algorithm to extract automatic terms from domain-specific language using different edge-weighting methods. |
| Outcome: | The proposed model is compared with a PageRank model with different edge-weighting methods. |