POSITION BIAS MITIGATES POSITION BIAS: Mitigate Position Bias Through Inter-Position Knowledge Distillation (2025 · 13 citations)
Long-context LLMs use information unevenly: content near the beginning or end of the input is used reliably, while material placed in the middle is often missed.
HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation (2025 · 9 citations)
Self-taught reasoners (STaRs) improve LLM mathematical reasoning by training on their own sampled solutions.
Reasoning Over Space: Enabling Geographic Reasoning for LLM-Based Generative Next POI Recommendation (2026 · 1 citation)
The paper argues that LLM-based generative recommenders for next POI prediction make poor use of geography.
Visually-Guided Policy Optimization for Multimodal Reasoning (2026 · 1 citation)
Vision-language models trained with reinforcement learning with verifiable rewards (RLVR) reason better step by step.

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Updated 1 November 2026