Label-aware diagnostic reflection plus two-stage outcome GRPO improves same-backbone IE F1 over SFT, with larger gains under relation-extraction domain shift.
GanLM: Encoder-Decoder Pre-training with an Auxiliary Discriminator , booktitle =
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LA-RL: Label-Aware Self-Reflection for Reinforcement Learning in Information Extraction
Label-aware diagnostic reflection plus two-stage outcome GRPO improves same-backbone IE F1 over SFT, with larger gains under relation-extraction domain shift.