Papers with conversational fluency
INSURE-Dial: A Phase-Aware Conversational Dataset Benchmark for Compliance Verification and Phase Detection (2026.eacl-long)
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| Challenge: | Administrative phone tasks drain roughly $1 trillion annually from healthcare, with over 500 million calls manually handled in 2024. |
| Approach: | They propose a new benchmark for developing and assessing compliance-aware voice agents for phase-against-span-based call auditing with span-based compliance verification. |
| Outcome: | The proposed framework is the first public benchmark for developing and assessing compliance-aware voice agents for phase-against-span-based call auditing with span-based compliance verification. |
Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models (2025.findings-emnlp)
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Haonan He, Yuchen Ren, Yining Tang, Ziyang Xu, Junxian Li, Minghao Yang, Di Zhang, Yuan Dong, Tao Chen, Shufei Zhang, Yuqiang Li, Nanqing Dong, Wanli Ouyang, Dongzhan Zhou, Peng Ye
| Challenge: | Biology-Instructions is the first large-scale instruction-tuning dataset for multi-omics biological sequences. |
| Approach: | They propose a large-scale instruction-tuning dataset for multi-omics biological sequences . they propose 'chatMultiOmics' to overcome limitations of current LLMs on multi-ome tasks . |
| Outcome: | The proposed dataset bridges LLMs and complex biological sequence-related tasks while maintaining conversational fluency. |