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KL for a KL: On-Policy Distillation with Control Variate Baseline
Published in ArXiv cs.CL Recent Papers (2026)Subjects: “…ArXiv cs.CL Recent Papers…”
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MatryoshkaLoRA: Learning Accurate Hierarchical Low-Rank Representations for LLM Fine-Tuning
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Measuring and Mitigating the Distributional Gap Between Real and Simulated User Behaviors
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SCENE: Recognizing Social Norms and Sanctioning in Group Chats
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GazeVLM: Active Vision via Internal Attention Control for Multimodal Reasoning
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OrScale: Orthogonalised Optimization with Layer-Wise Trust-Ratio Scaling
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A Comparative Analysis of Classical Machine Learning and Deep Learning Approaches for Sentiment Classification on IMDb Movie Reviews
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Beyond Confidence: Rethinking Self-Assessments for Performance Prediction in LLMs
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PolySQL: Scaling Text-to-SQL Evaluation Across SQL Dialects via Automated Backend Isomorphism
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WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation
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Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking
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DGPO: Beyond Pairwise Preferences with Directional Consistent Groupwise Optimization
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RUBEN: Rule-Based Explanations for Retrieval-Augmented LLM Systems
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Learning More from Less: Exploiting Counterfactuals for Data-Efficient Chart Understanding
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Grounded Satirical Generation with RAG
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Training-Free Cultural Alignment of Large Language Models via Persona Disagreement
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Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents
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Reasoning Is Not Free: Robust Adaptive Cost-Efficient Routing for LLM-as-a-Judge
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The Last Word Often Wins: A Format Confound in Chain-of-Thought Corruption Studies
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Rebellious Student: Reversing Teacher Signals for Reasoning Exploration with Self-Distilled RLVR
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