Papers with Guided
Ready Jurist One: Benchmarking Language Agents for Legal Intelligence in Dynamic Environments (2026.acl-long)
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| Challenge: | Existing benchmarks for legal intelligence are limited to static evaluation paradigms or simplified scenarios. |
| Approach: | They introduce J1-ENVS, the first interactive and dynamic legal environment tailored for LLM-based agents. |
| Outcome: | The proposed framework assesses task performance and procedural compliance across legal proficiency levels. |
Joint Document-Level Event Extraction via Token-Token Bidirectional Event Completed Graph (2023.acl-long)
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| Challenge: | a joint exaction method can be used to extract document-level event records . it avoids inefficiency and error propagation issues in traditional pipeline methods . |
| Approach: | They propose a joint exaction method that can avoid inefficiency and error propagation issues . they propose eType-Role1-Roul2 as the edge type to reveal which tokens play argument roles . |
| Outcome: | The proposed method can avoid inefficiency and error propagation issues in traditional pipeline methods. |
PseudoSeer: a Search Engine for Pseudocode (2026.findings-acl)
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| Challenge: | PseudoSeer is a search engine for academic pseudocode that indexes over 320,000 implementations extracted from 2.2 million arXiv papers. |
| Approach: | They propose to use caption-reference pairs to match short queries with a median length of five words against long documents composed primarily of natural language with limited LaTeX notation. |
| Outcome: | The proposed algorithm outperforms the best pretrained model by 8.7 points and achieves 66.5% R@10 . |