Papers by Benjamin Evans
Large Language Models Are Effective Human Annotation Assistants, But Not Good Independent Annotators (2026.findings-acl)
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| Challenge: | State-of-the-art NLP models are expensive and inefficient for event annotation. |
| Approach: | They propose to integrate LLMs into a holistic workflow that summarizes news with event coreference resolution and argument extraction in three modes: AI-only, AI assistance, and human only. |
| Outcome: | The proposed workflow integrates LLMs to alleviate human labor in a holistic pipeline. |