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Collections including paper arxiv:2410.10139

Multimodal Benchmarks

Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model

Paper • 2407.07053 • Published Jul 9, 2024 • 43
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models

Paper • 2407.12772 • Published Jul 17, 2024 • 34
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models

Paper • 2407.11691 • Published Jul 16, 2024 • 14
MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models

Paper • 2408.02718 • Published Aug 5, 2024 • 61

LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Paper • 2410.09732 • Published Oct 13, 2024 • 54
MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models

Paper • 2410.10139 • Published Oct 14, 2024 • 51
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation

Paper • 2410.09584 • Published Oct 12, 2024 • 47
UnifiedCrawl: Aggregated Common Crawl for Affordable Adaptation of LLMs on Low-Resource Languages

Paper • 2411.14343 • Published Nov 21, 2024 • 7

MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models

Paper • 2410.10139 • Published Oct 14, 2024 • 51
MEGA-Bench: Scaling Multimodal Evaluation to over 500 Real-World Tasks

Paper • 2410.10563 • Published Oct 14, 2024 • 38
LiveXiv -- A Multi-Modal Live Benchmark Based on Arxiv Papers Content

Paper • 2410.10783 • Published Oct 14, 2024 • 26
TVBench: Redesigning Video-Language Evaluation

Paper • 2410.07752 • Published Oct 10, 2024 • 5

iVideoGPT: Interactive VideoGPTs are Scalable World Models

Paper • 2405.15223 • Published May 24, 2024 • 13
Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models

Paper • 2405.15574 • Published May 24, 2024 • 53
An Introduction to Vision-Language Modeling

Paper • 2405.17247 • Published May 27, 2024 • 87
Matryoshka Multimodal Models

Paper • 2405.17430 • Published May 27, 2024 • 31

EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters

Paper • 2402.04252 • Published Feb 6, 2024 • 25
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models

Paper • 2402.03749 • Published Feb 6, 2024 • 12
ScreenAI: A Vision-Language Model for UI and Infographics Understanding

Paper • 2402.04615 • Published Feb 7, 2024 • 41
EfficientViT-SAM: Accelerated Segment Anything Model Without Performance Loss

Paper • 2402.05008 • Published Feb 7, 2024 • 22

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