ai_llm_kb_sandbox
DeepKE
ai_llm_kb_sandbox | DeepKE | |
---|---|---|
1 | 2 | |
4 | 3,065 | |
- | 4.4% | |
3.3 | 9.4 | |
12 months ago | 4 days ago | |
Jupyter Notebook | Python | |
MIT License | MIT License |
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ai_llm_kb_sandbox
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?
NaLLM - Repository for the NaLLM project
llama_farm - Use local llama LLM or openai to chat, discuss/summarize your documents, youtube videos, and so on.
SillyTavern-Extras - Extensions API for SillyTavern.
GoLLIE - Guideline following Large Language Model for Information Extraction
OpenNRE - An Open-Source Package for Neural Relation Extraction (NRE)
llm-experiments - Experiments using ChatGPT, Jupyter, and rdflib for distributed knowledge graph construction
zshot - Zero and Few shot named entity & relationships recognition
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)