When Does Pre-Trained Capacity Help Causal Learning? From Scalar Prediction to Counterfactual Post-Training.

arXiv:2610.33311v1 Announce Type: cross Abstract: How does pre-trained model capacity relate to performance after adaptation for causal tasks? We study two systems built on the Qwen 2.5 family: CausalLLM, which estimates scalar potential outcomes with treatmen