Qwen3.5-4B’s Nine-Benchmark Average Retention Reaches 82.3% at 5% Visual Tokens

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• AdaTutoRank: Learning to Rerank Document Sets via Adaptive Tutoring Optimization for RAG and Deep Research score 9
  入选 HF Daily Papers; HF 热度: 13 upvotes (+3); 有代码实现; 关键词(2): distillation, RAG
• Rethinking Training-Inference Mismatch in LLM Reinforcement Learning: Where It Arises and How to Correct It score 8
  入选 HF Daily Papers; HF 热度: 5 upvotes (+2); 有代码实现; 关键词(1): reasoning
• Fewer Tokens, More Self-Teaching: On-Policy Self-Distillation for Extreme Visual Token Reduction score 7
  入选 HF Daily Papers; HF 热度: 2 upvotes (+1); 有代码实现; 关键词(1): distillation
• MassAlloc Attention: Let Attention Allocate Its Own Compute score 6
  入选 HF Daily Papers; 有代码实现; 关键词(3): scaling, latency, reasoning

Also Worth Noting

• CoWindow Attention: Full Causal Coverage Is a Collective Property score 4
  入选 HF Daily Papers; 关键词(3): scaling, latency, reasoning
• Spectral Reversal: Counteracting Singular Value Bias for Graph Prompting score 4
  关键词(2): fine-tuning, pre-training; 顶会接收: NeurIPS
• Noisy Test-Time Reinforcement Learning for Code LLMs score 4
  关键词(1): fine-tuning; 顶会接收: EMNLP
• OptiArena: Can LLMs Improve Executable Algorithms under Fixed Resource Budgets? score 4
  关键词(1): coding; 顶会接收: EMNLP
• Solving Every Step Is Not Enough: Milestone Oracles Reveal a Composition Gap in LLM Math Reasoning score 4
  关键词(2): code generation, reasoning; 顶会接收: NeurIPS
• GLIDE: Generalized Layer-wise Intrinsic Distributional Evaluation for Heterogeneous LLM Agents score 4
  关键词(2): lightweight, reasoning; 顶会接收: EMNLP
• Delayed Supervision for Test-Time Language Models score 4
  机构: MIT; 关键词(1): post-training
• PULSE: Identifying Demonstration-Utility Features with Sparse Autoencoders score 4
  关键词(1): reasoning; 顶会接收: NeurIPS
• Stabilizing the Dynamic Low-Rank Training score 4
  关键词(2): lightweight, compression; 顶会接收: NeurIPS
• World SLAM Model: Joint World Modeling for SLAM and Navigation score 4
  机构: Tsinghua; 关键词(1): embodied
• Business Compromise Detection with Agentic AI and LLM-driven Knowledge Discovery score 4
  关键词(2): edge, agentic; 顶会接收: EMNLP
• LLM Alignment--Utility Asymmetry under Semantic-Preserving Transformations score 4
  关键词(3): fine-tuning, pretraining, jailbreak; 顶会接收: NeurIPS
• Efficient Dynamic Algorithms for Graph Neural Networks with Non-Linear Propagation score 4
  关键词(1): edge; 顶会接收: NeurIPS
• HyperLabel: Multi-Label Classification via Hypergraph-Based Label Correlation Modeling score 3
  机构: Amazon
• SCLATE: a Substrate for Continual-Learning Agent Training and Evaluation score 3
  机构: Apple