Papers with zero-shot summaries
Multi-Dimensional Evaluation of Text Summarization with In-Context Learning (2023.findings-acl)
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Sameer Jain, Vaishakh Keshava, Swarnashree Mysore Sathyendra, Patrick Fernandes, Pengfei Liu, Graham Neubig, Chunting Zhou
| Challenge: | In-context learning-based evaluators are competitive with learned evaluation frameworks for text summarization tasks. |
| Approach: | They propose to use large language models as multi-dimensional evaluators using in-context learning to evaluate text summarization tasks. |
| Outcome: | The proposed frameworks are competitive with existing frameworks on relevance and factual consistency, the authors show . |