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Adjacent Contrastive Reasoning

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04:00

2026-07-22

machinebrief.com

large-language-models

Beyond Score Prediction: LLM-Based Essay Scoring and Feedback Generation via Reinforcement Learning with Rubric Rewards

Researchers propose RLAES, a unified LLM framework that jointly optimizes automated essay scoring and feedback generation through reinforcement learning, achieving the best scoring performance among L…

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RLAES 1 ASAP benchmark 1 Rubric-based Feedback Evaluation 1 Adaptive Gated Feedback Optimization 1 GPT-5.5 1

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large language models 1 artificial intelligence 1 natural language processing 1 ai research 1