🔹 Title: Reactive Transformer (RxT) -- Stateful Real-Time Processing for Event-Driven Reactive Language Models

🔹 Publication Date: Published on Oct 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03561
• PDF: https://arxiv.org/pdf/2510.03561
• Project Page: https://rxai.dev/research/reactive-transformer-introduction
• Github: https://github.com/RxAI-dev/rxlm

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/ReactiveAI/TinyStories-MRL
• https://huggingface.co/datasets/ReactiveAI/TinyStories-Plus-Interaction-SFT

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🔹 Title: Front-Loading Reasoning: The Synergy between Pretraining and Post-Training Data

🔹 Publication Date: Published on Sep 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03264
• PDF: https://arxiv.org/pdf/2510.03264

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🔹 Title: Paper2Video: Automatic Video Generation from Scientific Papers

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05096
• PDF: https://arxiv.org/pdf/2510.05096
• Project Page: https://showlab.github.io/Paper2Video/
• Github: https://showlab.github.io/Paper2Video/

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🔹 Title: Judging with Confidence: Calibrating Autoraters to Preference Distributions

🔹 Publication Date: Published on Sep 30

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.00263
• PDF: https://arxiv.org/pdf/2510.00263

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🔹 Title: Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05034
• PDF: https://arxiv.org/pdf/2510.05034
• Github: https://github.com/yunlong10/Awesome-Video-LMM-Post-Training

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🔹 Title: Reinforce-Ada: An Adaptive Sampling Framework for Reinforce-Style LLM Training

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04996
• PDF: https://arxiv.org/pdf/2510.04996

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🔹 Title: Hybrid Architectures for Language Models: Systematic Analysis and Design Insights

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2510.04800
• PDF: https://arxiv.org/pdf/2510.04800

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🔹 Title: VChain: Chain-of-Visual-Thought for Reasoning in Video Generation

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05094
• PDF: https://arxiv.org/pdf/2510.05094
• Project Page: https://eyeline-labs.github.io/VChain/
• Github: https://github.com/Eyeline-Labs/VChain

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🔹 Title: Factuality Matters: When Image Generation and Editing Meet Structured Visuals

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05091
• PDF: https://arxiv.org/pdf/2510.05091
• Project Page: https://structvisuals.github.io/
• Github: https://structvisuals.github.io/

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🔹 Title: Watch and Learn: Learning to Use Computers from Online Videos

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04673
• PDF: https://arxiv.org/pdf/2510.04673

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🔹 Title: Good Intentions Beyond ACL: Who Does NLP for Social Good, and Where?

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04434
• PDF: https://arxiv.org/pdf/2510.04434

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🔹 Title: MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information

🔹 Publication Date: Published on Oct 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.03632
• PDF: https://arxiv.org/pdf/2510.03632

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🔹 Title: SwiReasoning: Switch-Thinking in Latent and Explicit for Pareto-Superior Reasoning LLMs

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.05069
• PDF: https://arxiv.org/pdf/2510.05069

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🔹 Title: Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04618
• PDF: https://arxiv.org/pdf/2510.04618

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🔹 Title: Thai Semantic End-of-Turn Detection for Real-Time Voice Agents

🔹 Publication Date: Published on Oct 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04016
• PDF: https://arxiv.org/pdf/2510.04016

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🔹 Title: Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.00507
• PDF: https://arxiv.org/pdf/2510.00507
• Github: https://github.com/YurunChen/Graph2Eval

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🔹 Title: HiKE: Hierarchical Evaluation Framework for Korean-English Code-Switching Speech Recognition

🔹 Publication Date: Published on Sep 29

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.24613
• PDF: https://arxiv.org/pdf/2509.24613
• Github: https://github.com/ThetaOne-AI/HiKE

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/thetaone-ai/HiKE

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🔹 Title: ChronoEdit: Towards Temporal Reasoning for Image Editing and World Simulation

🔹 Publication Date: Published on Oct 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04290
• PDF: https://arxiv.org/pdf/2510.04290
• Project Page: https://research.nvidia.com/labs/toronto-ai/chronoedit
• Github: https://github.com/nv-tlabs/ChronoEdit

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🔹 Title: AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning

🔹 Publication Date: Published on Oct 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.01586
• PDF: https://arxiv.org/pdf/2510.01586

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🔹 Title: EvolProver: Advancing Automated Theorem Proving by Evolving Formalized Problems via Symmetry and Difficulty

🔹 Publication Date: Published on Oct 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2510.00732
• PDF: https://arxiv.org/pdf/2510.00732

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🔹 Title: Alignment Tipping Process: How Self-Evolution Pushes LLM Agents Off the Rails

🔹 Publication Date: Published on Oct 6

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2510.04860
• PDF: https://arxiv.org/pdf/2510.04860
• Github: https://github.com/aiming-lab/ATP

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