| ▲ | deepsquirrelnet an hour ago | |
> 1 - Is the document about desks designed for children? > 2 - Does the document offer products or information on kids’ desks? > ... > 9 - Are brands or models of children’s desks listed? > 10 - Does it cover where to buy or how to choose a desk for kids? > > Each of these can be turned into a noul question. P(yes) of each can be summed to score overall relevance It seems to me that this is a rediscovery of natural language inference (NLI), which was very active in NLP research pre-LLMs. I have a side hobby of training NLI cross encoders, and I'd bet that many of these use cases could be serviced by a good quality small NLI model. See: https://huggingface.co/dleemiller/finecat-nli-v2-l And also: "Less Annotating, More Classifying: Addressing the Data Scarcity Issue of Supervised Machine Learning with Deep Transfer Learning and BERT-NLI" https://www.semanticscholar.org/paper/Less-Annotating%2C-Mor... | ||