Language Chain in Alignment: Cross-lingual Ranking Preference Optimization Paper • 2608.23149 • Published Aug 24 • 8
RenderRank: Learning to Rerank Text with Compressed Visual Tokens Paper • 2609.35069 • Published 9 days ago • 7
DART: Draft-Agreement Routing for Training-Free Adaptive Thinking Budgets in Hybrid Reasoning Models Paper • 2606.23181 • Published Sep 1
CAST: Cost-Aware Speculative Trees from One-Pass Block Drafters Paper • 2610.00321 • Published 8 days ago
Risk-Controlled Selective LLM Answering by Pricing Label-Free Checks Paper • 2609.37493 • Published 10 days ago
Refusal Localizes, the Damage Relocates: Safety Layers Under Few-Sample Fine-Tuning Paper • 2610.00320 • Published 8 days ago
Vision Is Not Overhead: One-Pass Block Drafting for Lossless Speculative Decoding in Vision-Language Models Paper • 2609.00355 • Published 8 days ago
Where Activation Sparsity and KV-Cache Sparsity Cross in LLM Decoding Paper • 2609.33889 • Published 10 days ago
The Hallucination Signal Is a Mean Shift: Why Simple Probes Suffice Paper • 2608.28930 • Published Aug 28
Faster Block-Diffusion Serving with Distribution-Free Risk Guarantees Paper • 2609.33887 • Published 10 days ago
Answer-Conditioned Chains of Thought Degrade Verifiable-Reasoning Distillation in Large Language Models Paper • 2607.14552 • Published Jul 16
To Isolate or to Score? Model-Adaptive Assessment for Cost-Efficient Multi-Agent RAG Paper • 2606.25191 • Published Jun 23
Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards Paper • 2606.22716 • Published Jun 21
LAMAR: An Open Language-Aware Multilingual Alignment Reranker Paper • 2607.22042 • Published Jul 24 • 18
Skin-Deep: A Geometric Diagnostic for Alignment Fragility in Large Language Model Representations Paper • 2606.22676 • Published Jun 21 • 1
Cross-Lingual Optimization for Language Transfer in Large Language Models Paper • 2505.14297 • Published May 20, 2025 • 2
Improving Semantic Proximity in Information Retrieval through Cross-Lingual Alignment Paper • 2604.05684 • Published Apr 7 • 9