Papers with human communications
Tree-of-Counterfactual Prompting for Zero-Shot Stance Detection (2024.acl-long)
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| Challenge: | Stance detection is used to infer attitudes from human communications . stance decisions involve complex judgments generated by LLMs . |
| Approach: | They propose a method for stance detection which relies on a new prompting framework . it allows for more than one stance object type and no examples of stance attribution . |
| Outcome: | The proposed method outperforms fine-tuned stance detection systems. |
ACCENT: An Automatic Event Commonsense Evaluation Metric for Open-Domain Dialogue Systems (2023.acl-long)
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| Challenge: | evaluating commonsense in dialogue systems remains an open challenge . despite the success of open-domain dialogue systems, systems struggle to produce commonsensical responses as humans do. |
| Approach: | They propose an event commonsense evaluation metric empowered by commonsensence knowledge bases. |
| Outcome: | The proposed metric achieves higher correlations with human judgments than baselines. |
Can Code-Switched Texts Activate a Knowledge Switch in LLMs? A Case Study on English-Korean Code-Switching (2025.findings-emnlp)
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| Challenge: | Recent large language models (LLMs) demonstrate multilingual abilities, yet they are English-centric due to dominance of English in training corpora. |
| Approach: | They propose to use a synthetic English-korean CS question-answering dataset to investigate this potential. |
| Outcome: | The proposed model can activate, identify and leverage knowledge for reasoning in low-resource languages. |