We've based SoAyBench creation on AMiner. To really understand how well LLMs can use SoAPI, we need to make AMiner's basic SoAPIs available for LLMs to use. We also need a test set made up of academic (question, solution, answer) triplets for checking how they're doing. The tricky part is, academic data keeps changing fast – stuff like info on scholars and their publications. So, keeping a test set with fixed answers is tough.
To tackle this, what we've done is… See the full description on the dataset page:
https://huggingface.co/datasets/frederickwang99/SoAyBench.