Papers with Expert evaluation
LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law (2025.acl-industry)
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| Challenge: | Recent efforts focus on automatic summarization of individual cases, which condense the content of a single case, making it easier for legal professionals to grasp key points. |
| Approach: | They propose a pipeline to generate multi-case structured reports using entire body of case law on user-specified topics within the European Court of Human Rights. |
| Outcome: | The proposed pipeline generates structured reports that enhance efficient, scalable legal analysis. |
Deep-speare: A joint neural model of poetic language, meter and rhyme (P18-1)
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| Challenge: | a recent surge of interest in deep learning has led to creative applications for poetry generation . a novel joint architecture captures language, rhyme and meter for sonnet modelling . |
| Approach: | They propose a joint architecture that captures language, rhyme and meter for sonnet modelling. |
| Outcome: | The proposed architecture captures language, rhyme and meter for sonnet modelling. |
Analyze Like a Venture Capitalist: Information-Gain and Knowledge Enhanced Graph Reasoning for Startup Success Prediction (2026.findings-acl)
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| Challenge: | Most venture capital investments fail, while a few deliver outsized returns. |
| Approach: | They propose a framework that synthesizes relational evidence across sources . they propose combining information-gain-driven retriever and knowledge base to ground reasoning . |
| Outcome: | The proposed framework achieves +5.9% F1 and +22.1% Precision@5 over state-of-the-art baselines. |