Papers by Noam Dahan
PromptSuite: A Task-Agnostic Framework for Multi-Prompt Generation (2025.emnlp-demos)
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| Challenge: | Recent studies have demonstrated that LLMs are highly sensitive to small, meaning-preserving variations in task formulation. |
| Approach: | They propose a framework that enables the automatic generation of various prompts. |
| Outcome: | The proposed framework provides meaningful variations to support strong evaluation practices. |
Leveraging Digitized Newspapers to Collect Summarization Data in Low-Resource Languages (2026.findings-eacl)
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| Challenge: | Recent studies suggest that summarization in English may be solved, or even "dead" However, there are no accessible, high-quality summarizing datasets in under-represented languages. |
| Approach: | They propose a method for collecting naturally occurring summaries via front-page teasers, where editors summarize full length articles. |
| Outcome: | The proposed method is suited to varying linguistic resources and is available in seven languages. |
The State and Fate of Summarization Datasets: A Survey (2025.naacl-long)
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| Challenge: | Summarization is the task of shortening a text while preserving the most important information it contains. |
| Approach: | They propose a novel ontology covering sample properties, collection methods and distribution covering sample characteristics, collection method and distribution. |
| Outcome: | The proposed ontology covers sample properties, collection methods and distribution, and can be used to streamline future research into a more coherent body of work. |