Agent Data Protocol: Unifying Datasets for Diverse, Effective Fine-tuning of LLM Agents Paper • 2510.24702 • Published Oct 28, 2025 • 28
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29, 2025 • 45
Simulating Environments with Reasoning Models for Agent Training Paper • 2511.01824 • Published Nov 3, 2025 • 2
On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models Paper • 2512.07783 • Published 24 days ago • 36
Small Models Struggle to Learn from Strong Reasoners Paper • 2502.12143 • Published Feb 17, 2025 • 39
Evaluating Vision-Language Models as Evaluators in Path Planning Paper • 2411.18711 • Published Nov 27, 2024
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search Paper • 2503.10582 • Published Mar 13, 2025 • 24
Scaling Evaluation-time Compute with Reasoning Models as Process Evaluators Paper • 2503.19877 • Published Mar 25, 2025 • 1
VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge Paper • 2504.10342 • Published Apr 14, 2025 • 10
Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time Paper • 2504.12329 • Published Apr 12, 2025
The CoT Encyclopedia: Analyzing, Predicting, and Controlling how a Reasoning Model will Think Paper • 2505.10185 • Published May 15, 2025 • 26
VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation Paper • 2506.03930 • Published Jun 4, 2025 • 26
Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning Paper • 2507.00432 • Published Jul 1, 2025 • 79
ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations Paper • 2504.00824 • Published Apr 1, 2025 • 43
Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate Paper • 2501.17703 • Published Jan 29, 2025 • 59
Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos Paper • 2501.13826 • Published Jan 23, 2025 • 23
JMMMU: A Japanese Massive Multi-discipline Multimodal Understanding Benchmark for Culture-aware Evaluation Paper • 2410.17250 • Published Oct 22, 2024 • 14
Long Context Alignment with Short Instructions and Synthesized Positions Paper • 2405.03939 • Published May 7, 2024