Papers with pilot annotation
Annotating Attribution Relations in Arabic (L18-1)
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| Challenge: | Current studies focus on using lexical terms in long texts to verify author identity. |
| Approach: | They propose to annotate attributed arguments to the source in Arabic news with required syntactical and semantic features with required features. |
| Outcome: | The proposed method is applied to Arabic news and is compared with existing tools and methods. |
DiZiNER: Disagreement-guided Instruction Refinement via Simulating Pilot Annotation for Zero-shot Named Entity Recognition (2026.acl-long)
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| Challenge: | Large language models have advanced information extraction (IE) by enabling zero-shot and few-shot named entity recognition (NER) but their outputs still show persistent and systematic errors. |
| Approach: | They propose a framework that simulates the pilot annotation process and employs LLMs as both annotators and supervisors to refine model disagreements. |
| Outcome: | Using a pilot annotation process, the proposed framework outperforms its supervisor model on 18 benchmarks. |