Papers by Abdulfattah Safa
PARADISE: Evaluating Implicit Planning Skills of Language Models with Procedural Warnings and Tips Dataset (2024.findings-acl)
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| Challenge: | Recent studies have focused on whether large language models are capable of planning or executing plans. |
| Approach: | They propose an abductive reasoning task using wikiHow to test the effectiveness of small models over large models. |
| Outcome: | The proposed task demonstrates the effectiveness of small models over large models in most scenarios. |
A Zero-Shot Open-Vocabulary Pipeline for Dialogue Understanding (2025.naacl-long)
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| Challenge: | Existing approaches to DST are limited by their computational resources or lack flexibility to adapt to new slots. |
| Approach: | They propose a system that integrates domain classification and DST in a single pipeline and uses self-refining prompts to adapt dynamically. |
| Outcome: | The proposed system improves on existing methods on multiWOZ datasets and provides 20% better Joint Goal Accuracy (JGA) over existing methods with 90% fewer requests to the LLM API. |