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StateTree: Enhancing Long-term Dialogue Reasoning via Reinforcement Learning
StateTree uses RL on tree-structured multi-session path-tracing tasks to train long-context dialogue reasoning, achieving up to +23.60% gains on LongMemEval and outperforming larger baselines while preserving short-context reasoning.
Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 1/5