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Benchmarking

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이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.

Beyond Atomic Geometry Representations in Materials Science: A Human-in-the-Loop Multimodal Framework

Toward Memory-Aided World Models: Benchmarking via Spatial Consistency

SNS-Bench-VL: Benchmarking Multimodal Large Language Models in Social Networking Services

VERINA: Benchmarking Verifiable Code Generation

Joint Phase Shift Optimization and Precoder Selection for RIS-Assisted 5G NR MIMO Systems

Socratic-PRMBench: Benchmarking Process Reward Models with Systematic Reasoning Patterns

R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation

Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking

LLM Performance for Code Generation on Noisy Tasks

MSQA: Benchmarking LLMs on Graduate-Level Materials Science Reasoning and Knowledge

Is Your Model Fairly Certain? Uncertainty-Aware Fairness Evaluation for LLMs

HelixDesign-Binder: A Scalable Production-Grade Platform for Binder Design Built on HelixFold3

SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem

RedTeamCUA: Realistic Adversarial Testing of Computer-Use Agents in Hybrid Web-OS Environments

Found in Translation: Measuring Multilingual LLM Consistency as Simple as Translate then Evaluate

Jailbreak Distillation: Renewable Safety Benchmarking

GoMatching++: Parameter- and Data-Efficient Arbitrary-Shaped Video Text Spotting and Benchmarking

Yambda-5B -- A Large-Scale Multi-modal Dataset for Ranking And Retrieval

TabularQGAN: A Quantum Generative Model for Tabular Data

Characterizing Bias: Benchmarking Large Language Models in Simplified versus Traditional Chinese

StarBASE-GP: Biologically-Guided Automated Machine Learning for Genotype-to-Phenotype Association Analysis

MEDAL: A Framework for Benchmarking LLMs as Multilingual Open-Domain Chatbots and Dialogue Evaluators

PGLearn -- An Open-Source Learning Toolkit for Optimal Power Flow

Scalable Parameter and Memory Efficient Pretraining for LLM: Recent Algorithmic Advances and Benchmarking

Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective

FM-Planner: Foundation Model Guided Path Planning for Autonomous Drone Navigation

Fedivertex: a Graph Dataset based on Decentralized Social Networks for Trustworthy Machine Learning

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

DynamicVL: Benchmarking Multimodal Large Language Models for Dynamic City Understanding

Bencher: Simple and Reproducible Benchmarking for Black-Box Optimization

AutoJudger: An Agent-Driven Framework for Efficient Benchmarking of MLLMs

SOSBENCH: Benchmarking Safety Alignment on Scientific Knowledge

VideoMarkBench: Benchmarking Robustness of Video Watermarking

Laparoscopic Image Desmoking Using the U-Net with New Loss Function and Integrated Differentiable Wiener Filter

Gauss-Ramanujan Functions: Constructions, Properties, and Applications in Communications and Signal Processing

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