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Benchmarking

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

FRAMES-VQA: Benchmarking Fine-Tuning Robustness across Multi-Modal Shifts in Visual Question Answering

MoE-Gyro: Self-Supervised Over-Range Reconstruction and Denoising for MEMS Gyroscopes

Benchmarking and Enhancing LLM Agents in Localizing Linux Kernel Bugs

Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models

TDVE-Assessor: Benchmarking and Evaluating the Quality of Text-Driven Video Editing with LMMs

EuroCon: Benchmarking Parliament Deliberation for Political Consensus Finding

AMQA: An Adversarial Dataset for Benchmarking Bias of LLMs in Medicine and Healthcare

Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking Insights

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems

Benchmarking Large Multimodal Models for Ophthalmic Visual Question Answering with OphthalWeChat

Calibrating Pre-trained Language Classifiers on LLM-generated Noisy Labels via Iterative Refinement

FinLoRA: Benchmarking LoRA Methods for Fine-Tuning LLMs on Financial Datasets

Beyond Specialization: Benchmarking LLMs for Transliteration of Indian Languages

A Unified Solution to Video Fusion: From Multi-Frame Learning to Benchmarking

Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks

Transformers in Protein: A Survey

OB3D: A New Dataset for Benchmarking Omnidirectional 3D Reconstruction Using Blender

StructEval: Benchmarking LLMs' Capabilities to Generate Structural Outputs

MineAnyBuild: Benchmarking Spatial Planning for Open-world AI Agents

PathBench: A comprehensive comparison benchmark for pathology foundation models towards precision oncology

Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question Answering

Benchmarking Large Language Models for Cyberbullying Detection in Real-World YouTube Comments

SeePhys: Does Seeing Help Thinking? -- Benchmarking Vision-Based Physics Reasoning

Benchmarking Laparoscopic Surgical Image Restoration and Beyond

SpokenNativQA: Multilingual Everyday Spoken Queries for LLMs

EnvSDD: Benchmarking Environmental Sound Deepfake Detection

Where Paths Collide: A Comprehensive Survey of Classic and Learning-Based Multi-Agent Pathfinding

DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research

Retrieval-Augmented Generation for Service Discovery: Chunking Strategies and Benchmarking

AssistedDS: Benchmarking How External Domain Knowledge Assists LLMs in Automated Data Science

SPDEBench: An Extensive Benchmark for Learning Regular and Singular Stochastic PDEs

Business as \textit{Rule}sual: A Benchmark and Framework for Business Rule Flow Modeling with LLMs

Benchmarking Poisoning Attacks against Retrieval-Augmented Generation

So-Fake: Benchmarking and Explaining Social Media Image Forgery Detection

ChartGalaxy: A Dataset for Infographic Chart Understanding and Generation

From Generation to Detection: A Multimodal Multi-Task Dataset for Benchmarking Health Misinformation

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