Key papers

• VAREX: A Benchmark for Multi-Modal Structured Extraction from Documents (2026)
  Udi Barzelay et al.
  1.94
• How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data (2026)
  Zixian Huang et al.
  1.94
• PREPING: Building Agent Memory without Tasks (2026)
  Yumin Choi et al.
  1.94
• SimuWoB: Simulating Real-World Mobile Apps for Fast and Faithful GUI Agent Benchmarking (2026)
  Guohong Liu et al.
  1.94
• K-BrowseComp: A Web Browsing Agent Benchmark Grounded in Korean Contexts (2026)
  Nahyun Lee et al.
  1.94
• ProCUA-SFT Technical Report (2026)
  Jaehun Jung et al.
  1.94
• DocAtlas: Multilingual Document Understanding Across 80+ Languages (2026)
  Ahmed Heakl et al.
  1.89
• EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL (2026)
  Minrui Xu et al.
  1.89
• Synthetic Sandbox for Training Machine Learning Engineering Agents (2026)
  Yuhang Zhou et al.
  1.83
• Synthetic Computers at Scale for Long-Horizon Productivity Simulation (2026)
  Tao Ge et al.
  1.83
• Privasis: Synthesizing the Largest "Public" Private Dataset from Scratch (2026)
  Hyunwoo Kim et al.
  1.72
• X-Coder: Advancing Competitive Programming with Fully Synthetic Tasks, Solutions, and Tests (2026)
  Jie Wu et al.
  1.67
• Thinking While Speaking: Inference-Time Knowledge Transfer for Responsive and Intelligent Conversational Voice Agents (2026)
  Vidya Srinivas et al.
  1.56
• Building A Proof-Oriented Programmer That Is 64% Better Than GPT-4o Under Data Scarsity (2025)
  Dylan Zhang et al.
  1.28
• SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering? (2025)
  Yucheng Shi et al.
  1.28
• APIGen-MT: Agentic Pipeline for Multi-Turn Data Generation via Simulated Agent-Human Interplay (2025)
  Akshara Prabhakar et al.
  1.28
• SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning (2025)
  Peixian Ma et al.
  1.28
• ReasonIR: Training Retrievers for Reasoning Tasks (2025)
  Rulin Shao et al.
  1.28
• ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models (2025)
  Liyan Tang et al.
  1.28
• Synthetic Data RL: Task Definition Is All You Need (2025)
  Yiduo Guo et al.
  1.28
• VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos (2025)
  Tingyu Song et al.
  1.28
• Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination (2025)
  Mingqi Wu et al.
  1.28
• Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation (2025)
  Junyan Ye et al.
  1.28
• Retrieval-augmented reasoning with lean language models (2025)
  Ryan Sze-Yin Chan et al.
  1.28
• When Does Reasoning Matter? A Controlled Study of Reasoning's Contribution to Model Performance (2025)
  Nicolas Boizard et al.
  1.28
• Apriel-1.5-15b-Thinker (2025)
  Shruthan Radhakrishna et al.
  1.28
• GraphTracer: Graph-Guided Failure Tracing in LLM Agents for Robust Multi-Turn Deep Search (2025)
  Heng Zhang et al.
  1.28
• EvoSyn: Generalizable Evolutionary Data Synthesis for Verifiable Learning (2025)
  He Du et al.
  1.28
• From Word to World: Can Large Language Models be Implicit Text-based World Models? (2025)
  Yixia Li et al.
  1.28
• Genie: Achieving Human Parity in Content-Grounded Datasets Generation (2024)
  Asaf Yehudai et al.
  —
• Synth^2: Boosting Visual-Language Models with Synthetic Captions and Image Embeddings (2024)
  Sahand Sharifzadeh et al.
  —
• Denoising LM: Pushing the Limits of Error Correction Models for Speech Recognition (2024)
  Zijin Gu et al.
  —
• Heavy Labels Out! Dataset Distillation with Label Space Lightening (2024)
  Ruonan Yu et al.
  —
• Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems (2024)
  Tian Ye et al.
  —
• Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents (2024)
  Boyu Gou et al.
  —
• MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code (2024)
  Zimu Lu et al.
  —
• How to Synthesize Text Data without Model Collapse? (2024)
  Xuekai Zhu et al.
  —