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mayubo2333 avatar

mayubo2333/LLM-IE

0
View on GitHub↗
47 stars·4 forks·Python·12 views

LLM IE

This is the implementation of filter-then-rerank pipeline in Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples!. EMNLP'2023 (Findings).

Features

  • Event Extraction - Reranking-based approach for improving few-shot information extraction.
  • In Context Learning - Reranking framework for hard information extraction samples.
  • Named Entity Recognition - Reranking framework for improving few-shot extraction performance.
  • Relation Extraction - Reranking hard samples for improved relation extraction.

Star history

Star history chart for mayubo2333/llm-ieStar history chart for mayubo2333/llm-ie

How this analysis was created: This summary and feature list are AI-generated from collected project material and can contain mistakes. Stars, license and language are imported from GitHub. Inclusion does not mean that we have tested or audited this project. Check the source documentation for any feature you depend on. Learn more on our About page.

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Projects sharing features with LLM IE

These projects share indexed features with LLM IE. Shared tags can include platform or build tooling; verify the primary use case before treating a result as a replacement.
  • tangxuemei1995/chisiectangxuemei1995 avatar

    tangxuemei1995/CHisIEC

    22View on GitHub↗

    CHisIEC: An Information Extraction Corpus for Ancient Chinese History

    C++
    View on GitHub↗22
  • zjunlp/deepkezjunlp avatar

    zjunlp/DeepKE

    4,433View on GitHub↗

    DeepKE is a knowledge extraction toolkit and framework designed to transform unstructured text into structured knowledge graphs. It provides a pipeline for identifying and classifying named entities, semantic relations, and events, converting raw datasets into structured triples. The project utilizes large language models as tool callers through a standardized context protocol to drive automated data extraction processes. It supports schema-driven extraction across multiple domains and bilingual text, employing joint entity and relation extraction to identify components in a single structured

    Python
    View on GitHub↗4,433
  • komeijiforce/metaieKomeijiForce avatar

    KomeijiForce/MetaIE

    30View on GitHub↗

    This is a meta-model distilled from ChatGPT-3.5-turbo for information extraction. This is an intermediate checkpoint that can be well-transferred to all kinds of downstream information extraction tasks.

    Python
    View on GitHub↗30
  • ej0cl6/texteeej0cl6 avatar

    ej0cl6/TextEE

    60View on GitHub↗

    Updates | Datasets | Models | Environment | Running | Results | Website | Paper

    Python
    View on GitHub↗60
Compare all 30 related projects→

Frequently asked questions

What does mayubo2333/llm-ie do?

This is the implementation of filter-then-rerank pipeline in Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples!. EMNLP'2023 (Findings).

What are the main features of mayubo2333/llm-ie?

The main features of mayubo2333/llm-ie are: Event Extraction, In Context Learning, Named Entity Recognition, Relation Extraction.

Which projects share features with mayubo2333/llm-ie?

Projects with overlapping indexed features include: zjunlp/deepke — DeepKE is a knowledge extraction toolkit and framework designed to transform unstructured text into structured… tangxuemei1995/chisiec — CHisIEC: An Information Extraction Corpus for Ancient Chinese History. komeijiforce/metaie — This is a meta-model distilled from ChatGPT-3.5-turbo for information extraction. This is an intermediate checkpoint… jiangguochaogg/p-icl — Please save your dataset in data folder. Note that CoNLL2003 and WNUT2017 are open-source datasets, ACE2004 and… emma1066/self-improve-zero-shot-ner — This is the github repository for the paper to be appeared at NAACL 2024 main conference: Self-Improving for Zero-Shot… chen700564/metaner-icl — An implementation for ACL 2023 paper Learning In-context Learning for Named Entity Recognition.