Review

[논문리뷰] Llama-GENBA-10B: A Trilingual Large Language Model for German, English and Bavarian

Hoi-Fong Mak이 arXiv에 게시한 'Llama-GENBA-10B: A Trilingual Large Language Model for German, English and Bavarian' 논문에 대한 자세한 리뷰입니다.

#Review #Multilingual LLM #Low-Resource Language #German #Bavarian Dialect #Cross-Lingual Transfer #Continuous Pretraining #Llama-3.1 #Model Expansion

2025년 9월 9일

[논문리뷰] Interleaving Reasoning for Better Text-to-Image Generation

Shixiang Tang이 arXiv에 게시한 'Interleaving Reasoning for Better Text-to-Image Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Text-to-Image Generation #Interleaving Reasoning #Multimodal Learning #Visual Quality #Fine-grained Detail #Diffusion Models #Self-Correction

2025년 9월 9일

[논문리뷰] Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning

Baolong Bi이 arXiv에 게시한 'Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Vision-Language Models (VLMs)#Visual Reasoning #Attention Mechanisms #Contrastive Learning #Noise Suppression #Visual Complexity #Training-Free

2025년 9월 9일

[논문리뷰] Easier Painting Than Thinking: Can Text-to-Image Models Set the Stage, but Not Direct the Play?

Rui Chen이 arXiv에 게시한 'Easier Painting Than Thinking: Can Text-to-Image Models Set the Stage, but Not Direct the Play?' 논문에 대한 자세한 리뷰입니다.

#Review #Text-to-Image Generation #T2I Benchmarking #Compositional Reasoning #Deductive Inference #Inductive Inference #Abductive Inference #MLLM Evaluation

2025년 9월 9일

[논문리뷰] Does DINOv3 Set a New Medical Vision Standard?

Bailiang Jian이 arXiv에 게시한 'Does DINOv3 Set a New Medical Vision Standard?' 논문에 대한 자세한 리뷰입니다.

#Review #Medical Imaging #Foundation Models #DINOv3 #Self-Supervised Learning #Vision Transformer #2D/3D Classification #Segmentation #Domain Adaptation #Scaling Laws

2025년 9월 9일

[논문리뷰] D-HUMOR: Dark Humor Understanding via Multimodal Open-ended Reasoning

Dhanvin Sanjay Namboodiri이 arXiv에 게시한 'D-HUMOR: Dark Humor Understanding via Multimodal Open-ended Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Dark Humor Detection #Multimodal Reasoning #Vision-Language Models (VLMs)#Iterative Reasoning Refinement #Meme Analysis #Content Moderation #Cross-Modal Attention #Dataset Annotation

2025년 9월 9일

[논문리뷰] WinT3R: Window-Based Streaming Reconstruction with Camera Token Pool

Wenzheng Chang이 arXiv에 게시한 'WinT3R: Window-Based Streaming Reconstruction with Camera Token Pool' 논문에 대한 자세한 리뷰입니다.

#Review #Online 3D Reconstruction #Camera Pose Estimation #Streaming Reconstruction #Sliding Window #Camera Token Pool #Real-time Performance #Computer Vision

2025년 9월 8일

[논문리뷰] WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning

Amit Namburi이 arXiv에 게시한 'WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Large Language Models #Symbolic Music Reasoning #Music Score Analysis #Benchmarking #Visual Question Answering #In-the-Wild Data #Music Theory

2025년 9월 8일

[논문리뷰] Why Language Models Hallucinate

Edwin Zhang이 arXiv에 게시한 'Why Language Models Hallucinate' 논문에 대한 자세한 리뷰입니다.

#Review #Language Models #Hallucination #Pretraining #Post-training #Evaluation Metrics #Binary Classification #Uncertainty Quantification #Calibration

2025년 9월 8일

[논문리뷰] U-ARM : Ultra low-cost general teleoperation interface for robot manipulation

Junda Huang이 arXiv에 게시한 'U-ARM : Ultra low-cost general teleoperation interface for robot manipulation' 논문에 대한 자세한 리뷰입니다.

#Review #Teleoperation #Robot Manipulation #Low-Cost Hardware #3D Printing #Leader-Follower System #Data Collection #Robotics Interface #Open Source

2025년 9월 8일

[논문리뷰] Symbolic Graphics Programming with Large Language Models

Kaipeng Zhang이 arXiv에 게시한 'Symbolic Graphics Programming with Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Symbolic Graphics Programming #Large Language Models #Reinforcement Learning #SVG Generation #Text-to-Image Synthesis #Cross-Modal Alignment #Program Synthesis

2025년 9월 8일

[논문리뷰] Set Block Decoding is a Language Model Inference Accelerator

Jeremy Reizenstein이 arXiv에 게시한 'Set Block Decoding is a Language Model Inference Accelerator' 논문에 대한 자세한 리뷰입니다.

#Review #Language Model Inference #Acceleration #Set Block Decoding #Next Token Prediction #Masked Token Prediction #Parallel Decoding #KV-caching #Diffusion Models

2025년 9월 8일

[논문리뷰] On Robustness and Reliability of Benchmark-Based Evaluation of LLMs

Kevin Roitero이 arXiv에 게시한 'On Robustness and Reliability of Benchmark-Based Evaluation of LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Evaluation #Model Robustness #Benchmark Reliability #Paraphrasing #Linguistic Variability #Generalization #Question Answering

2025년 9월 8일

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

Vanessa Wildman이 arXiv에 게시한 'MedVista3D: Vision-Language Modeling for Reducing Diagnostic Errors in 3D CT Disease Detection, Understanding and Reporting' 논문에 대한 자세한 리뷰입니다.

#Review #3D CT #Vision-Language Model #Medical Imaging #Diagnostic Error Reduction #Multi-scale Alignment #Semantic Enrichment #Radiology Reporting #Zero-shot Learning

2025년 9월 8일

[논문리뷰] LuxDiT: Lighting Estimation with Video Diffusion Transformer

Sanja Fidler이 arXiv에 게시한 'LuxDiT: Lighting Estimation with Video Diffusion Transformer' 논문에 대한 자세한 리뷰입니다.

#Review #Lighting Estimation #HDR Environment Map #Diffusion Models #Video Transformer #Low-Rank Adaptation #Generative Models #Synthetic Data

2025년 9월 8일

[논문리뷰] LatticeWorld: A Multimodal Large Language Model-Empowered Framework for Interactive Complex World Generation

Zhan Zhao이 arXiv에 게시한 'LatticeWorld: A Multimodal Large Language Model-Empowered Framework for Interactive Complex World Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal LLM #3D World Generation #Unreal Engine 5 #Procedural Content Generation #Interactive Environments #Sim-to-Real #Spatial Understanding #Multimodal Input

2025년 9월 8일

[논문리뷰] Bootstrapping Task Spaces for Self-Improvement

Yoram Bachrach이 arXiv에 게시한 'Bootstrapping Task Spaces for Self-Improvement' 논문에 대한 자세한 리뷰입니다.

#Review #Reinforcement Learning (RL)#Large Language Models (LLMs)#Self-Improvement #Autocurriculum #Task-Space Exploration #Inference-Time Iteration #Policy Optimization

2025년 9월 8일

[논문리뷰] Behavioral Fingerprinting of Large Language Models

Xing Li이 arXiv에 게시한 'Behavioral Fingerprinting of Large Language Models' 논문에 대한 자세한 리뷰입니다.

#Review #Large Language Models #Behavioral Evaluation #Model Alignment #Sycophancy #World Model Brittleness #Metacognition #Personality Profiling

2025년 9월 8일

[논문리뷰] Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding

Lionel Ni이 arXiv에 게시한 'Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding' 논문에 대한 자세한 리뷰입니다.

#Review #Long Video Understanding #Reinforcement Learning #Multi-Turn Reasoning #MLLMs #Video Segment Selection #Bi-level Reward #Question Answering

2025년 9월 5일

[논문리뷰] Transition Models: Rethinking the Generative Learning Objective

Yangguang Li이 arXiv에 게시한 'Transition Models: Rethinking the Generative Learning Objective' 논문에 대한 자세한 리뷰입니다.

#Review #Generative Models #Diffusion Models #Training Objective #Continuous-Time Dynamics #State Transition #Few-Step Generation #Scalable Training #Image Generation

2025년 9월 5일