What Gradients Add to Text Leakage in Split Language Models, Counted per Token and per Document Paper • 2610.04128 • Published 20 days ago • 12
Building Multilingual Bridges: Data Mixing as the Pillar of Generalization for In-Language Reasoning Paper • 2609.10445 • Published Sep 9 • 34
Privacy Failure in Split-LLM Training, The Returned Gradient Nullifies the Decoys Paper • 2609.04382 • Published Sep 3 • 5
Covenant-72B: Pre-Training a 72B LLM with Trustless Peers Over-the-Internet Paper • 2603.08163 • Published Mar 9 • 5
How Can We Synthesize High-Quality Pretraining Data? A Systematic Study of Prompt Design, Generator Model, and Source Data Paper • 2604.13977 • Published Apr 15 • 3
DCAS: Decoupling CLI Agent Scaffolding to Internalize Planning across Scaffolds Paper • 2608.06113 • Published Aug 6 • 18
DCAS: Decoupling CLI Agent Scaffolding to Internalize Planning across Scaffolds Paper • 2608.06113 • Published Aug 6 • 18
SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Paper • 2607.27167 • Published Jul 29 • 20
MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Paper • 2607.27146 • Published Jul 29 • 30
SpecFirst: Behavioral Specification Elicitation as a First-Class Step in Agent-Based Program Synthesis from Scratch Paper • 2607.27167 • Published Jul 29 • 20
MindForge: Teaching Small Language Models Whole-Life-Cycle Software Engineering via Source-Free Program Synthesis Paper • 2607.27146 • Published Jul 29 • 30
QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering Paper • 2604.24052 • Published Apr 27
SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks Paper • 2602.12670 • Published Feb 13 • 68
TAROT: Test-driven and Capability-adaptive Curriculum Reinforcement Fine-tuning for Code Generation with Large Language Models Paper • 2602.15449 • Published Feb 17 • 7
TAROT: Test-driven and Capability-adaptive Curriculum Reinforcement Fine-tuning for Code Generation with Large Language Models Paper • 2602.15449 • Published Feb 17 • 7
Incentivizing Permissionless Distributed Learning of LLMs Paper • 2505.21684 • Published May 27, 2025 • 1
SonicMoE: Accelerating MoE with IO and Tile-aware Optimizations Paper • 2512.14080 • Published Dec 16, 2025 • 10
Visual Funnel: Resolving Contextual Blindness in Multimodal Large Language Models Paper • 2512.10362 • Published Dec 11, 2025 • 2