Papers with logical correctness
Mind the Query: A Benchmark Dataset towards Text2Cypher Task (2025.emnlp-industry)
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| Challenge: | Graph databases store data in nodes and relationships, enabling more natural modeling of complex, interconnected data. |
| Approach: | They present a high-quality dataset for the Text2Cypher task . it is enabling the translation of natural language (NL) questions into executable Cypher queries over graph databases. |
| Outcome: | The proposed dataset includes 27,529 NL queries and corresponding Cyphers spanning across 11 real-world graph datasets. |
CURE-Med: Curriculum-Informed Reinforcement Learning for Multilingual Medical Reasoning (2026.acl-long)
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| Challenge: | Recent advances in large language models (LLMs) have produced strong performance in mathematical reasoning and code generation, but medical reasoning remains challenging because it requires domain knowledge. |
| Approach: | They propose a multilingual medical reasoning dataset with open-ended reasoning queries with a single verifiable answer that spans thirteen languages. |
| Outcome: | The proposed framework outperforms baselines and scales effectively across thirteen languages. |