qagnn
prompt-lib
| qagnn | prompt-lib | |
|---|---|---|
| 6 | 1 | |
| 588 | 98 | |
| - | - | |
| 0.0 | 7.2 | |
| about 1 year ago | 6 months ago | |
| Python | Python | |
| MIT License | MIT License |
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qagnn
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[D] what percent of top conference papers fudge results?
QA-GNN (https://github.com/michiyasunaga/qagnn from a Stanford lab) had some issues with their evaluation, but more importantly this work 'GNN is counting?...' (https://openreview.net/forum?id=hzmQ4wOnSb) showed that they can achieve better results with an extremely simplistic 1-dim GNN model - so the performance of QA-GNN was mainly due to data. AFAIK there were discussions around this, but now if you go to QA-GNN repo they have disabled issues tab.
- Stanford’s AI Researchers Introduce QA-GNN Model That Jointly Reasons With Language Models And Knowledge Graphs
- [R] Stanford’s AI Researchers Introduce QA-GNN Model That Jointly Reasons With Language Models And Knowledge Graphs
prompt-lib
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Using Da-Vinci-003 in a Jupyter Notebook
While it's a bit of an overkill, prompt-lib provides a notebook to do this: https://github.com/reasoning-machines/prompt-lib/blob/main/notebooks/QueryOpenAI.ipynb
What are some alternatives?
kiri - Backprop makes it simple to use, finetune, and deploy state-of-the-art ML models.
HugNLP - CIKM2023 Best Demo Paper Award. HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. Please hugging for NLP now!😊
RecBole - A unified, comprehensive and efficient recommendation library
self-refine - LLMs can generate feedback on their work, use it to improve the output, and repeat this process iteratively.
kiri - Kiri is a visual tool designed for reviewing schematics and layouts of KiCad projects that are version-controlled with Git.
Awesome-Prompt-Engineering - This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
LinkBERT - [ACL 2022] LinkBERT: A Knowledgeable Language Model 😎 Pretrained with Document Links
pal - PaL: Program-Aided Language Models (ICML 2023)
graph-of-thoughts - Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
question_extractor - Generate question/answer training pairs out of raw text.
knowledge-rumination - [EMNLP 2023] Knowledge Rumination for Pre-trained Language Models