🔹 Title: Beyond Understanding: Evaluating the Pragmatic Gap in LLMs' Cultural Processing of Figurative Language

🔹 Publication Date: Published on Oct 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.23828
• PDF: https://arxiv.org/pdf/2510.23828

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🔹 Title: The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25726
• PDF: https://arxiv.org/pdf/2510.25726
• Project Page: https://toolathlon.xyz/introduction
• Github: https://github.com/hkust-nlp/Toolathlon

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/hkust-nlp/Toolathlon-Trajectories

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🔹 Title: Scaling Latent Reasoning via Looped Language Models

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25741
• PDF: https://arxiv.org/pdf/2510.25741
• Project Page: https://ouro-llm.github.io/

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🔹 Title: RegionE: Adaptive Region-Aware Generation for Efficient Image Editing

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25590
• PDF: https://arxiv.org/pdf/2510.25590
• Github: https://github.com/Peyton-Chen/RegionE

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🔹 Title: Parallel Loop Transformer for Efficient Test-Time Computation Scaling

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24824
• PDF: https://arxiv.org/pdf/2510.24824

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🔹 Title: Ming-Flash-Omni: A Sparse, Unified Architecture for Multimodal Perception and Generation

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24821
• PDF: https://arxiv.org/pdf/2510.24821
• Project Page: https://github.com/inclusionAI/Ming

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🔹 Title: VFXMaster: Unlocking Dynamic Visual Effect Generation via In-Context Learning

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25772
• PDF: https://arxiv.org/pdf/2510.25772
• Project Page: https://libaolu312.github.io/VFXMaster/
• Github: https://github.com/libaolu312/VFXMaster

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🔹 Title: BhashaBench V1: A Comprehensive Benchmark for the Quadrant of Indic Domains

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25409
• PDF: https://arxiv.org/pdf/2510.25409

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🔹 Title: Video-Thinker: Sparking "Thinking with Videos" via Reinforcement Learning

🔹 Publication Date: Published on Oct 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.23473
• PDF: https://arxiv.org/pdf/2510.23473
• Github: https://github.com/shijian2001/Video-Thinker

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🔹 Title: ReForm: Reflective Autoformalization with Prospective Bounded Sequence Optimization

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24592
• PDF: https://arxiv.org/pdf/2510.24592
• Github: https://github.com/Chen-GX/ReForm

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/GuoxinChen/ConsistencyCheck

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🔹 Title: Rethinking Driving World Model as Synthetic Data Generator for Perception Tasks

🔹 Publication Date: Published on Oct 22

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.19195
• PDF: https://arxiv.org/pdf/2510.19195
• Project Page: https://wm-research.github.io/Dream4Drive/

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🔹 Title: MASPRM: Multi-Agent System Process Reward Model

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24803
• PDF: https://arxiv.org/pdf/2510.24803

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🔹 Title: TheraMind: A Strategic and Adaptive Agent for Longitudinal Psychological Counseling

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25758
• PDF: https://arxiv.org/pdf/2510.25758
• Project Page: https://0mwwm0.github.io/TheraMind/

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🔹 Title: JanusCoder: Towards a Foundational Visual-Programmatic Interface for Code Intelligence

🔹 Publication Date: Published on Oct 27

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.23538
• PDF: https://arxiv.org/pdf/2510.23538
• Github: https://github.com/InternLM/JanusCoder

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🔹 Title: SeeingEye: Agentic Information Flow Unlocks Multimodal Reasoning In Text-only LLMs

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25092
• PDF: https://arxiv.org/pdf/2510.25092
• Github: https://github.com/ulab-uiuc/SeeingEye

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🔹 Title: Reasoning-Aware GRPO using Process Mining

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25065
• PDF: https://arxiv.org/pdf/2510.25065

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🔹 Title: PairUni: Pairwise Training for Unified Multimodal Language Models

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25682
• PDF: https://arxiv.org/pdf/2510.25682
• Github: https://github.com/Haochen-Wang409/PairUni

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🔹 Title: Multimodal Spatial Reasoning in the Large Model Era: A Survey and Benchmarks

🔹 Publication Date: Published on Oct 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.25760
• PDF: https://arxiv.org/pdf/2510.25760
• Github: https://github.com/zhengxuJosh/Awesome-Multimodal-Spatial-Reasoning

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🔹 Title: FAPO: Flawed-Aware Policy Optimization for Efficient and Reliable Reasoning

🔹 Publication Date: Published on Oct 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.22543
• PDF: https://arxiv.org/pdf/2510.22543
• Project Page: https://fapo-rl.github.io/
• Github: https://fapo-rl.github.io

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/dyyyyyyyy/FAPO-Critic
• https://huggingface.co/datasets/dyyyyyyyy/FAPO-Reasoning-Dataset

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🔹 Title: Evolving Diagnostic Agents in a Virtual Clinical Environment

🔹 Publication Date: Published on Oct 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.24654
• PDF: https://arxiv.org/pdf/2510.24654
• Project Page: https://arxiv.org/html/2510.24654v1
• Github: https://github.com/MAGIC-AI4Med/DiagGym

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/Henrychur/DiagBench

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🔹 Title: ChronoPlay: A Framework for Modeling Dual Dynamics and Authenticity in Game RAG Benchmarks

🔹 Publication Date: Published on Oct 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.18455
• PDF: https://arxiv.org/pdf/2510.18455
• Project Page: https://hly1998.github.io/ChronoPlay/
• Github: https://github.com/hly1998/ChronoPlay

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/leoner24/ChronoPlay-QA

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