qagnn
question_extractor
| qagnn | question_extractor | |
|---|---|---|
| 6 | 1 | |
| 588 | 181 | |
| - | - | |
| 0.0 | 7.3 | |
| about 1 year ago | 5 months ago | |
| Python | Python | |
| MIT License | Apache License 2.0 |
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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
question_extractor
What are some alternatives?
kiri - Backprop makes it simple to use, finetune, and deploy state-of-the-art ML models.
mutate - A library to synthesize text datasets using Large Language Models (LLM)
RecBole - A unified, comprehensive and efficient recommendation library
primeqa - The prime repository for state-of-the-art Multilingual Question Answering research and development.
kiri - Kiri is a visual tool designed for reviewing schematics and layouts of KiCad projects that are version-controlled with Git.
haystack - :mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
LinkBERT - [ACL 2022] LinkBERT: A Knowledgeable Language Model 😎 Pretrained with Document Links
prompt-lib - A set of utilities for running few-shot prompting experiments on large-language models
pal - PaL: Program-Aided Language Models (ICML 2023)