Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability Paper • 2604.06628 • Published Apr 8 • 324
Apriel-Reasoner: RL Post-Training for General-Purpose and Efficient Reasoning Paper • 2604.02007 • Published Apr 2 • 13
CUA-Suite: Massive Human-annotated Video Demonstrations for Computer-Use Agents Paper • 2603.24440 • Published Mar 25 • 98
Reasoning as Compression: Unifying Budget Forcing via the Conditional Information Bottleneck Paper • 2603.08462 • Published Mar 9 • 22
In-Context Reinforcement Learning for Tool Use in Large Language Models Paper • 2603.08068 • Published Mar 9 • 43
Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections Paper • 2603.12180 • Published Mar 12 • 65
EnterpriseOps-Gym: Environments and Evaluations for Stateful Agentic Planning and Tool Use in Enterprise Settings Paper • 2603.13594 • Published Mar 13 • 148
MCPMark: A Benchmark for Stress-Testing Realistic and Comprehensive MCP Use Paper • 2509.24002 • Published Sep 28, 2025 • 180
view article Article Apriel-1.6-15b-Thinker: Cost-efficient Frontier Multimodal Performance Dec 9, 2025 • 84
Scaling Spatial Intelligence with Multimodal Foundation Models Paper • 2511.13719 • Published Nov 17, 2025 • 49
Multimodal Evaluation of Russian-language Architectures Paper • 2511.15552 • Published Nov 19, 2025 • 79
view article Article Apriel-H1: The Surprising Key to Distilling Efficient Reasoning Models Nov 19, 2025 • 34
Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance Paper • 2511.13254 • Published Nov 17, 2025 • 140