DeepKE
GoLLIE
| DeepKE | GoLLIE | |
|---|---|---|
| 2 | 1 | |
| 2,973 | 214 | |
| 4.6% | 11.7% | |
| 9.5 | 9.6 | |
| 12 days ago | about 1 month ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
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.
GoLLIE
What are some alternatives?
llama_farm - Use local llama LLM or openai to chat, discuss/summarize your documents, youtube videos, and so on.
realtime-bakllava - llama.cpp with BakLLaVA model describes what does it see
OpenNRE - An Open-Source Package for Neural Relation Extraction (NRE)
AtomGPT - 中英文预训练大模型，目标与ChatGPT的水平一致
zshot - Zero and Few shot named entity & relationships recognition
code-llama-for-vscode - Use Code Llama with Visual Studio Code and the Continue extension. A local LLM alternative to GitHub Copilot.
NaLLM - Repository for the NaLLM project
LLMCompiler - [ICML 2024] LLMCompiler: An LLM Compiler for Parallel Function Calling
ARElight - Granular Viewer of Sentiments Between Entities in Massively Large Documents and Collections of Texts, powered by AREkit
Finetune_LLMs - Repo for fine-tuning Casual LLMs
VLDet - [ICLR 2023] PyTorch implementation of VLDet （https://arxiv.org/abs/2211.14843）
SqueezeLLM - [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization