GATE OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation
Paper • 2411.18499 • Published • 18
benchmark
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VLSBench: Unveiling Visual Leakage in Multimodal Safety
Paper • 2411.19939 • Published • 10 -
AV-Odyssey Bench: Can Your Multimodal LLMs Really Understand Audio-Visual Information?
Paper • 2412.02611 • Published • 25 -
U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills in LLMs
Paper • 2412.03205 • Published • 19 -
ProcessBench: Identifying Process Errors in Mathematical Reasoning
Paper • 2412.06559 • Published • 86 -
OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations
Paper • 2412.07626 • Published • 29 -
VisionArena: 230K Real World User-VLM Conversations with Preference Labels
Paper • 2412.08687 • Published • 13 -
SCBench: A KV Cache-Centric Analysis of Long-Context Methods
Paper • 2412.10319 • Published • 11 -
Are Your LLMs Capable of Stable Reasoning?
Paper • 2412.13147 • Published • 93 -
Multi-Dimensional Insights: Benchmarking Real-World Personalization in Large Multimodal Models
Paper • 2412.12606 • Published • 41 -
TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
Paper • 2412.14161 • Published • 51 -
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment
Paper • 2412.13746 • Published • 9 -
CodeElo: Benchmarking Competition-level Code Generation of LLMs with Human-comparable Elo Ratings
Paper • 2501.01257 • Published • 51 -
MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models
Paper • 2501.02955 • Published • 44 -
OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?
Paper • 2501.05510 • Published • 44 -
WebWalker: Benchmarking LLMs in Web Traversal
Paper • 2501.07572 • Published • 23 -
HALoGEN: Fantastic LLM Hallucinations and Where to Find Them
Paper • 2501.08292 • Published • 17 -
MMDocIR: Benchmarking Multi-Modal Retrieval for Long Documents
Paper • 2501.08828 • Published • 30 -
ComplexFuncBench: Exploring Multi-Step and Constrained Function Calling under Long-Context Scenario
Paper • 2501.10132 • Published • 22 -
MMVU: Measuring Expert-Level Multi-Discipline Video Understanding
Paper • 2501.12380 • Published • 84 -
EmbodiedEval: Evaluate Multimodal LLMs as Embodied Agents
Paper • 2501.11858 • Published • 7 -
Humanity's Last Exam
Paper • 2501.14249 • Published • 77 -
Redundancy Principles for MLLMs Benchmarks
Paper • 2501.13953 • Published • 29 -
MM-IQ: Benchmarking Human-Like Abstraction and Reasoning in Multimodal Models
Paper • 2502.00698 • Published • 24 -
BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models
Paper • 2502.07346 • Published • 53 -
SARChat-Bench-2M: A Multi-Task Vision-Language Benchmark for SAR Image Interpretation
Paper • 2502.08168 • Published • 12 -
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
Paper • 2502.09621 • Published • 28 -
ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models
Paper • 2502.09696 • Published • 43 -
SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?
Paper • 2502.12115 • Published • 46 -
The Mirage of Model Editing: Revisiting Evaluation in the Wild
Paper • 2502.11177 • Published • 10 -
MLGym: A New Framework and Benchmark for Advancing AI Research Agents
Paper • 2502.14499 • Published • 195 -
StructFlowBench: A Structured Flow Benchmark for Multi-turn Instruction Following
Paper • 2502.14494 • Published • 15 -
Q-Eval-100K: Evaluating Visual Quality and Alignment Level for Text-to-Vision Content
Paper • 2503.02357 • Published • 7 -
Benchmarking Large Language Models for Multi-Language Software Vulnerability Detection
Paper • 2503.01449 • Published • 4 -
Benchmarking AI Models in Software Engineering: A Review, Search Tool, and Enhancement Protocol
Paper • 2503.05860 • Published • 11 -
Impossible Videos
Paper • 2503.14378 • Published • 61 -
Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLM
Paper • 2503.14478 • Published • 48 -
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding
Paper • 2503.12797 • Published • 32 -
MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification
Paper • 2503.12505 • Published • 11 -
PEBench: A Fictitious Dataset to Benchmark Machine Unlearning for Multimodal Large Language Models
Paper • 2503.12545 • Published • 7 -
LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?
Paper • 2503.19990 • Published • 35 -
VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness
Paper • 2503.21755 • Published • 33 -
Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing
Paper • 2504.02826 • Published • 68 -
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning
Paper • 2504.07956 • Published • 46 -
S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models
Paper • 2504.10368 • Published • 22 -
LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models
Paper • 2504.10415 • Published • 9 -
ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness
Paper • 2504.10514 • Published • 48 -
THOUGHTTERMINATOR: Benchmarking, Calibrating, and Mitigating Overthinking in Reasoning Models
Paper • 2504.13367 • Published • 26 -
Towards Understanding Camera Motions in Any Video
Paper • 2504.15376 • Published • 157 -
VideoVista-CulturalLingo: 360^circ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension
Paper • 2504.17821 • Published • 24 -
WorldGenBench: A World-Knowledge-Integrated Benchmark for Reasoning-Driven Text-to-Image Generation
Paper • 2505.01490 • Published • 5 -
FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models
Paper • 2505.02735 • Published • 33 -
On Path to Multimodal Generalist: General-Level and General-Bench
Paper • 2505.04620 • Published • 83 -
Traceable Evidence Enhanced Visual Grounded Reasoning: Evaluation and Methodology
Paper • 2507.07999 • Published • 51 -
REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once
Paper • 2507.10541 • Published • 30 -
Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding
Paper • 2507.15028 • Published • 21 -
Voxlect: A Speech Foundation Model Benchmark for Modeling Dialects and Regional Languages Around the Globe
Paper • 2508.01691 • Published • 10 -
FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
Paper • 2508.11987 • Published • 72 -
Easier Painting Than Thinking: Can Text-to-Image Models Set the Stage, but Not Direct the Play?
Paper • 2509.03516 • Published • 12 -
GenExam: A Multidisciplinary Text-to-Image Exam
Paper • 2509.14232 • Published • 21 -
AuditoryBench++: Can Language Models Understand Auditory Knowledge without Hearing?
Paper • 2509.17641 • Published • 4 -
UniGenBench++: A Unified Semantic Evaluation Benchmark for Text-to-Image Generation
Paper • 2510.18701 • Published • 68 -
IF-VidCap: Can Video Caption Models Follow Instructions?
Paper • 2510.18726 • Published • 26 -
PICABench: How Far Are We from Physically Realistic Image Editing?
Paper • 2510.17681 • Published • 65 -
When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought
Paper • 2511.02779 • Published • 60 -
UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture
Paper • 2512.21675 • Published • 25