11 citations · 40 across the 16 of their papers we have counts for
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cs.LG2025
DataDecide: How to Predict Best Pretraining Data with Small Experiments
Ian Magnusson, Nguyen Tai, Ben Bogin +10
Because large language models are expensive to pretrain on different datasets, using smaller-scale experiments to decide on data is crucial for reducing costs. Which benchmarks and…
cs.LG2021★ 5 cited
Extracting Qualitative Causal Structure with Transformer-Based NLP
Scott E. Friedman, Ian H. Magnusson, Sonja M. Schmer-Galunder
Qualitative causal relationships compactly express the direction, dependency, temporal constraints, and monotonicity constraints of discrete or continuous interactions in the world…