kg-reeval
DeepKE
| kg-reeval | DeepKE | |
|---|---|---|
| 1 | 2 | |
| 140 | 2,953 | |
| - | 4.0% | |
| 0.0 | 9.5 | |
| 12 months ago | 5 days ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
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kg-reeval
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[P] Knowledge Graph Completion With CoDEx
Code for https://arxiv.org/abs/1911.03903 found: https://github.com/svjan5/kg-reeval
DeepKE
- Would this method work to increase the memory of the model? Saving summaries generated by a 2nd model and injecting them depending on the current topic.
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How to Unleash the Power of Large Language Models for Few-shot Relation Extraction?
Scaling language models have revolutionized widespread NLP tasks, yet little comprehensively explored few-shot relation extraction with large language models. In this paper, we investigate principal methodologies, in-context learning and data generation, for few-shot relation extraction via GPT-3.5 through exhaustive experiments. To enhance few-shot performance, we further propose task-related instructions and schema-constrained data generation. We observe that in-context learning can achieve performance on par with previous prompt learning approaches, and data generation with the large language model can boost previous solutions to obtain new state-of-the-art few-shot results on four widely-studied relation extraction datasets. We hope our work can inspire future research for the capabilities of large language models in few-shot relation extraction. Code is available in \url{https://github.com/zjunlp/DeepKE/tree/main/example/llm.
What are some alternatives?
PFoodReq - Code & data accompanying the WSDM 2021 paper "Personalized Food Recommendation as Constrained Question Answering over a Large-scale Food Knowledge Graph"
llama_farm - Use local llama LLM or openai to chat, discuss/summarize your documents, youtube videos, and so on.
GoLLIE - Guideline following Large Language Model for Information Extraction
OpenNRE - An Open-Source Package for Neural Relation Extraction (NRE)
zshot - Zero and Few shot named entity & relationships recognition
NaLLM - Repository for the NaLLM project
ARElight - Granular Viewer of Sentiments Between Entities in Massively Large Documents and Collections of Texts, powered by AREkit
VLDet - [ICLR 2023] PyTorch implementation of VLDet （https://arxiv.org/abs/2211.14843）
llm-experiments - Experiments using ChatGPT, Jupyter, and rdflib for distributed knowledge graph construction
Video-LLaVA - Video-LLaVA: Learning United Visual Representation by Alignment Before Projection
ai_llm_kb_sandbox - Investigating the use of LLMs to populate knowledge graphs (KG) and then use KG to utilize predictive models
FSL-Mate - FSL-Mate: A collection of resources for few-shot learning (FSL).