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Papers and Resources for Information Extraction via Large Language Models

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Downstream tasks with LLM

Dataset

  1. Is GPT-3 a Good Data Annotator? [paper]
  2. ChatGPT Outperforms Crowd-Workers for Text-Annotation Tasks [paper]
  3. Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction [paper]

IE

  1. ZCODE4STRUCT: Code Generation for Few-Shot Structured Prediction from Natural Language [paper]
  2. Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction [paper]
  3. Zero-Shot Information Extraction via Chatting with ChatGPT [paper][code]
  4. Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! [paper]
  5. Thinking about GPT-3 in-context learning for biomedical IE? [paper[ code
  6. Lauge language models are fewshot clinical Information Extractors [paper]
  7. Zero-shot Clinical Entity Recognition using ChatGPT [paper]
  8. Yes but.. Can ChatGPT Identify Entities in Historical Documents? [paper]
  9. Evaluation-of-ChatGPT-on-Information-Extraction [paper]
  10. Improving Chatbot Responses with Information Extraction [paper]
  11. https://huggingface.co/spaces/Shad0ws/Information_Extraction_with_ChatGPT
  12. GPT4IE [code]

Summarization

  1. ChatGPT as a Factual Inconsistency Evaluator for Abstractive Text Summarization [paper]
  2. Large Language Models are Diverse Role-Players for Summarization Evaluation [paper]

Machine Translation

  1. Towards Making the Most of ChatGPT for Machine Translation [paper]
  2. Error Analysis Prompting Enables Human-Like Translation Evaluation in Large Language Models: A Case Study on ChatGPT [paper]

Error Correction

  1. ChatGPT or Grammarly? Evaluating ChatGPT on Grammatical Error Correction Benchmark [paper]
  2. An Analysis of GPT-3's Performance in Grammatical Error Correction [paper]

Others

  1. Is chatgpt a general-purpose natural language processing task solver?
  2. Comprehensive Capability Analysis of GPT-3 and GPT-3.5 SeriesModels [paper]
  3. ChatDoctor: A Medical Chat Model Fine-tuned on LLaMA Model using Medical Domain [paper]

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