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Lan-Zhe Guo

Beyond Single: A Data Selection Principle for LLM Alignment via Fine-Grained Preference Signals

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Aug 11, 2025
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When Is Prior Knowledge Helpful? Exploring the Evaluation and Selection of Unsupervised Pretext Tasks from a Neuro-Symbolic Perspective

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Aug 10, 2025
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Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking Insights

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May 26, 2025
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Realistic Evaluation of TabPFN v2 in Open Environments

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May 22, 2025
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NeSyGeo: A Neuro-Symbolic Framework for Multimodal Geometric Reasoning Data Generation

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May 21, 2025
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Unlabeled Data or Pre-trained Model: Rethinking Semi-Supervised Learning and Pretrain-Finetuning

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May 19, 2025
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Micro Text Classification Based on Balanced Positive-Unlabeled Learning

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Mar 17, 2025
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Verification Learning: Make Unsupervised Neuro-Symbolic System Feasible

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Mar 17, 2025
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D3: Diversity, Difficulty, and Dependability-Aware Data Selection for Sample-Efficient LLM Instruction Tuning

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Mar 14, 2025
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A Smooth Transition Between Induction and Deduction: Fast Abductive Learning Based on Probabilistic Symbol Perception

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Feb 18, 2025
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