🔹 Title: Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

🔹 Publication Date: Published on Sep 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/pdf/2509.03403
• PDF: https://arxiv.org/pdf/2509.03403
• Github: https://github.com/Chenluye99/PROF

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🔹 Title: Towards a Unified View of Large Language Model Post-Training

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04419
• PDF: https://arxiv.org/pdf/2509.04419
• Github: https://github.com/TsinghuaC3I/Unify-Post-Training

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🔹 Title: DeepResearch Arena: The First Exam of LLMs' Research Abilities via Seminar-Grounded Tasks

🔹 Publication Date: Published on Sep 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.01396
• PDF: https://arxiv.org/pdf/2509.01396

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🔹 Title: Drawing2CAD: Sequence-to-Sequence Learning for CAD Generation from Vector Drawings

🔹 Publication Date: Published on Aug 26

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2508.18733
• PDF: https://arxiv.org/pdf/2508.18733
• Github: https://github.com/lllssc/Drawing2CAD

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🔹 Title: False Sense of Security: Why Probing-based Malicious Input Detection Fails to Generalize

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.03888
• PDF: https://arxiv.org/pdf/2509.03888

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🔹 Title: Transition Models: Rethinking the Generative Learning Objective

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04394
• PDF: https://arxiv.org/pdf/2509.04394
• Github: https://github.com/WZDTHU/TiM

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🔹 Title: From Editor to Dense Geometry Estimator

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04338
• PDF: https://arxiv.org/pdf/2509.04338
• Github: https://amap-ml.github.io/FE2E/

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🔹 Title: Few-step Flow for 3D Generation via Marginal-Data Transport Distillation

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04406
• PDF: https://arxiv.org/pdf/2509.04406
• Github: https://github.com/Zanue/MDT-dist

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🔹 Title: Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions?

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04292
• PDF: https://arxiv.org/pdf/2509.04292
• Project Page: https://huggingface.co/datasets/m-a-p/Inverse_IFEval

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🔹 Title: NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04011
• PDF: https://arxiv.org/pdf/2509.04011
• Project Page: https://huggingface.co/papers?q=contrastive%20projection%20network
• Github: https://github.com/ShacharOr100/ner_retriever

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🔹 Title: Delta Activations: A Representation for Finetuned Large Language Models

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04442
• PDF: https://arxiv.org/pdf/2509.04442
• Project Page: https://oscarxzq.github.io/delta_activation/
• Github: https://oscarxzq.github.io/delta_activation/

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🔹 Title: Drivel-ology: Challenging LLMs with Interpreting Nonsense with Depth

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.03867
• PDF: https://arxiv.org/pdf/2509.03867

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🔹 Title: Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding

🔹 Publication Date: Published on Aug 28

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2508.20478
• PDF: https://arxiv.org/pdf/2508.20478

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🔹 Title: Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers

🔹 Publication Date: Published on Sep 3

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.03059
• PDF: https://arxiv.org/pdf/2509.03059

🔹 Datasets citing this paper:
• https://huggingface.co/datasets/camel-ai/loong

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🔹 Title: WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning

🔹 Publication Date: Published on Sep 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04744
• PDF: https://arxiv.org/pdf/2509.04744
• Github: https://github.com/GaganVM/WildScore

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🔹 Title: LatticeWorld: A Multimodal Large Language Model-Empowered Framework for Interactive Complex World Generation

🔹 Publication Date: Published on Sep 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.05263
• PDF: https://arxiv.org/pdf/2509.05263

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🔹 Title: MedVista3D: Vision-Language Modeling for Reducing Diagnostic Errors in 3D CT Disease Detection, Understanding and Reporting

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.03800
• PDF: https://arxiv.org/pdf/2509.03800

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🔹 Title: Why Language Models Hallucinate

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04664
• PDF: https://arxiv.org/pdf/2509.04664

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🔹 Title: Behavioral Fingerprinting of Large Language Models

🔹 Publication Date: Published on Sep 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04504
• PDF: https://arxiv.org/pdf/2509.04504
• Project Page: https://github.com/JarvisPei/Behavioral-Fingerprinting
• Github: https://github.com/JarvisPei/Behavioral-Fingerprinting

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🔹 Title: On Robustness and Reliability of Benchmark-Based Evaluation of LLMs

🔹 Publication Date: Published on Sep 4

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.04013
• PDF: https://arxiv.org/pdf/2509.04013

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