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Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models

Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models

17 June 2024
Hengyi Wang
Haizhou Shi
Shiwei Tan
Weiyi Qin
Wenyuan Wang
Tunyu Zhang
A. Nambi
T. Ganu
Hao Wang
ArXivPDFHTML

Papers citing "Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models"

13 / 13 papers shown
Title
OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts
OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts
Y. Wang
Y. Wang
Bo Chen
Tong Wu
Dongyan Zhao
Zilong Zheng
VLM
MLLM
47
1
0
29 Mar 2025
Identifying and Mitigating Position Bias of Multi-image Vision-Language Models
Identifying and Mitigating Position Bias of Multi-image Vision-Language Models
Xinyu Tian
Shu Zou
Zhaoyuan Yang
Jing Zhang
55
0
0
18 Mar 2025
Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding
Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding
Weiyu Guo
Ziyang Chen
Shaoguang Wang
JianXiang He
Yijie Xu
Jinhui Ye
Ying Sun
Hui Xiong
42
1
0
17 Mar 2025
LION-FS: Fast & Slow Video-Language Thinker as Online Video Assistant
Wei Li
Bing Hu
Rui Shao
Leyang Shen
Liqiang Nie
28
2
0
05 Mar 2025
Locret: Enhancing Eviction in Long-Context LLM Inference with Trained Retaining Heads on Consumer-Grade Devices
Locret: Enhancing Eviction in Long-Context LLM Inference with Trained Retaining Heads on Consumer-Grade Devices
Yuxiang Huang
Binhang Yuan
Xu Han
Chaojun Xiao
Zhiyuan Liu
RALM
64
1
0
02 Oct 2024
The Labyrinth of Links: Navigating the Associative Maze of Multi-modal LLMs
The Labyrinth of Links: Navigating the Associative Maze of Multi-modal LLMs
Hong Li
Nanxi Li
Yuanjie Chen
Jianbin Zhu
Qinlu Guo
Cewu Lu
Yong-Lu Li
MLLM
31
1
0
02 Oct 2024
MMMT-IF: A Challenging Multimodal Multi-Turn Instruction Following
  Benchmark
MMMT-IF: A Challenging Multimodal Multi-Turn Instruction Following Benchmark
Elliot L. Epstein
Kaisheng Yao
Jing Li
Xinyi Bai
Hamid Palangi
LRM
32
0
0
26 Sep 2024
A Survey on Multimodal Benchmarks: In the Era of Large AI Models
A Survey on Multimodal Benchmarks: In the Era of Large AI Models
Lin Li
Guikun Chen
Hanrong Shi
Jun Xiao
Long Chen
34
8
0
21 Sep 2024
VSP: Assessing the dual challenges of perception and reasoning in
  spatial planning tasks for VLMs
VSP: Assessing the dual challenges of perception and reasoning in spatial planning tasks for VLMs
Qiucheng Wu
Handong Zhao
Michael Stephen Saxon
T. Bui
William Yang Wang
Yang Zhang
Shiyu Chang
CoGe
28
4
0
02 Jul 2024
Long Context Transfer from Language to Vision
Long Context Transfer from Language to Vision
Peiyuan Zhang
Kaichen Zhang
Bo Li
Guangtao Zeng
Jingkang Yang
Yuanhan Zhang
Ziyue Wang
Haoran Tan
Chunyuan Li
Ziwei Liu
VLM
50
139
0
24 Jun 2024
Vibe-Eval: A hard evaluation suite for measuring progress of multimodal
  language models
Vibe-Eval: A hard evaluation suite for measuring progress of multimodal language models
Piotr Padlewski
Max Bain
Matthew Henderson
Zhongkai Zhu
Nishant Relan
...
Che Zheng
Cyprien de Masson dÁutume
Dani Yogatama
Mikel Artetxe
Yi Tay
VLM
82
26
0
03 May 2024
In Search of Needles in a 11M Haystack: Recurrent Memory Finds What LLMs
  Miss
In Search of Needles in a 11M Haystack: Recurrent Memory Finds What LLMs Miss
Yuri Kuratov
Aydar Bulatov
Petr Anokhin
Dmitry Sorokin
Artyom Sorokin
Mikhail Burtsev
RALM
109
32
0
16 Feb 2024
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with
  Modality Collaboration
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration
Qinghao Ye
Haiyang Xu
Jiabo Ye
Mingshi Yan
Anwen Hu
Haowei Liu
Qi Qian
Ji Zhang
Fei Huang
Jingren Zhou
MLLM
VLM
114
367
0
07 Nov 2023
1