OmnixR: Evaluating Omni-modality Language Models on Reasoning across Modalities
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Lichang, Hu, Hexiang, Zhang, Mingda, Chen, Yiwen, Wang, Zifeng, Li, Yandong, Shyam, Pranav, Zhou, Tianyi, Huang, Heng, Yang, Ming-Hsuan, Gong, Boqing |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
AV-EMO-Reasoning: Benchmarking Emotional Reasoning Capabilities in Omni-modal LLMS with Audio-visual Cues
by: Zhou, Dingkun, et al.
Published: (2025)
by: Zhou, Dingkun, et al.
Published: (2025)
OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination
by: Chen, Junzhe, et al.
Published: (2025)
by: Chen, Junzhe, et al.
Published: (2025)
FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs
by: Chen, Qian, et al.
Published: (2026)
by: Chen, Qian, et al.
Published: (2026)
AVID: A Benchmark for Omni-Modal Audio-Visual Inconsistency Understanding via Agent-Driven Construction
by: Chen, Zixuan, et al.
Published: (2026)
by: Chen, Zixuan, et al.
Published: (2026)
OmniTrace: A Unified Framework for Generation-Time Attribution in Omni-Modal LLMs
by: Yan, Qianqi, et al.
Published: (2026)
by: Yan, Qianqi, et al.
Published: (2026)
Intelligent Carrier Allocation: A Cross-Modal Reasoning Framework for Adaptive Multimodal Steganography
by: Das, Abhirup, et al.
Published: (2025)
by: Das, Abhirup, et al.
Published: (2025)
LongInsightBench: A Comprehensive Benchmark for Evaluating Omni-Modal Models on Human-Centric Long-Video Understanding
by: Han, ZhaoYang, et al.
Published: (2025)
by: Han, ZhaoYang, et al.
Published: (2025)
Cross-Modality and Within-Modality Regularization for Audio-Visual DeepFake Detection
by: Zou, Heqing, et al.
Published: (2024)
by: Zou, Heqing, et al.
Published: (2024)
Audio-Omni: Extending Multi-modal Understanding to Versatile Audio Generation and Editing
by: Tian, Zeyue, et al.
Published: (2026)
by: Tian, Zeyue, et al.
Published: (2026)
Omni-Customizer: End-to-End MultiModal Customization for Joint Audio-Video Generation
by: Chen, Yuheng, et al.
Published: (2026)
by: Chen, Yuheng, et al.
Published: (2026)
Voice Evaluation of Reasoning Ability: Diagnosing the Modality-Induced Performance Gap
by: Lin, Yueqian, et al.
Published: (2025)
by: Lin, Yueqian, et al.
Published: (2025)
Music2Palette: Emotion-aligned Color Palette Generation via Cross-Modal Representation Learning
by: Hu, Jiayun, et al.
Published: (2025)
by: Hu, Jiayun, et al.
Published: (2025)
MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning
by: Gong, Ziyu, et al.
Published: (2025)
by: Gong, Ziyu, et al.
Published: (2025)
Boosting Omni-Modal Language Models: Staged Post-Training with Visually Debiased Evaluation
by: Liu, Che, et al.
Published: (2026)
by: Liu, Che, et al.
Published: (2026)
Explore the Limits of Omni-modal Pretraining at Scale
by: Zhang, Yiyuan, et al.
Published: (2024)
by: Zhang, Yiyuan, et al.
Published: (2024)
OmniSep: Unified Omni-Modality Sound Separation with Query-Mixup
by: Cheng, Xize, et al.
Published: (2024)
by: Cheng, Xize, et al.
Published: (2024)
MiniMind-O Technical Report: An Open Small-Scale Speech-Native Omni Model
by: Gong, Jingyao
Published: (2026)
by: Gong, Jingyao
Published: (2026)
Overcome Modal Bias in Multi-modal Federated Learning via Balanced Modality Selection
by: Fan, Yunfeng, et al.
Published: (2023)
by: Fan, Yunfeng, et al.
Published: (2023)
AsCL: An Asymmetry-sensitive Contrastive Learning Method for Image-Text Retrieval with Cross-Modal Fusion
by: Gong, Ziyu, et al.
Published: (2024)
by: Gong, Ziyu, et al.
Published: (2024)
Dark Side of Modalities: Reinforced Multimodal Distillation for Multimodal Knowledge Graph Reasoning
by: Zhao, Yu, et al.
Published: (2025)
by: Zhao, Yu, et al.
Published: (2025)
Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion
by: Zhang, Yichi, et al.
Published: (2024)
by: Zhang, Yichi, et al.
Published: (2024)
EidetiCom: A Cross-modal Brain-Computer Semantic Communication Paradigm for Decoding Visual Perception
by: Zheng, Linfeng, et al.
Published: (2024)
by: Zheng, Linfeng, et al.
Published: (2024)
High-level Codes and Fine-grained Weights for Online Multi-modal Hashing Retrieval
by: Zhan, Yu-Wei, et al.
Published: (2024)
by: Zhan, Yu-Wei, et al.
Published: (2024)
Omni-Captioner: Data Pipeline, Models, and Benchmark for Omni Detailed Perception
by: Ma, Ziyang, et al.
Published: (2025)
by: Ma, Ziyang, et al.
Published: (2025)
MIRROR: Multi-Modal Pathological Self-Supervised Representation Learning via Modality Alignment and Retention
by: Wang, Tianyi, et al.
Published: (2025)
by: Wang, Tianyi, et al.
Published: (2025)
Quantifying and Enhancing Multi-modal Robustness with Modality Preference
by: Yang, Zequn, et al.
Published: (2024)
by: Yang, Zequn, et al.
Published: (2024)
OmniGAIA: Towards Native Omni-Modal AI Agents
by: Li, Xiaoxi, et al.
Published: (2026)
by: Li, Xiaoxi, et al.
Published: (2026)
Multi-modal Speech Transformer Decoders: When Do Multiple Modalities Improve Accuracy?
by: Guan, Yiwen, et al.
Published: (2024)
by: Guan, Yiwen, et al.
Published: (2024)
Moiré Video Authentication: A Physical Signature Against AI Video Generation
by: Qing, Yuan, et al.
Published: (2026)
by: Qing, Yuan, et al.
Published: (2026)
REAL: Realism Evaluation of Text-to-Image Generation Models for Effective Data Augmentation
by: Li, Ran, et al.
Published: (2025)
by: Li, Ran, et al.
Published: (2025)
MORE-R1: Guiding LVLM for Multimodal Object-Entity Relation Extraction via Stepwise Reasoning with Reinforcement Learning
by: Yuan, Xiang, et al.
Published: (2026)
by: Yuan, Xiang, et al.
Published: (2026)
MM-InstructEval: Zero-Shot Evaluation of (Multimodal) Large Language Models on Multimodal Reasoning Tasks
by: Yang, Xiaocui, et al.
Published: (2024)
by: Yang, Xiaocui, et al.
Published: (2024)
RoSMM: A Robust and Secure Multi-Modal Watermarking Framework for Diffusion Models
by: Fang, ZhongLi, et al.
Published: (2025)
by: Fang, ZhongLi, et al.
Published: (2025)
ChronusOmni: Improving Time Awareness of Omni Large Language Models
by: Chen, Yijing, et al.
Published: (2025)
by: Chen, Yijing, et al.
Published: (2025)
Deep Mamba Multi-modal Learning
by: Zhu, Jian, et al.
Published: (2024)
by: Zhu, Jian, et al.
Published: (2024)
Hierarchical Vision-Language Reasoning for Multimodal Multiple-Choice Question Answering
by: Zhou, Ao, et al.
Published: (2025)
by: Zhou, Ao, et al.
Published: (2025)
CineAGI: Character-Consistent Movie Creation through LLM-Orchestrated Multi-Modal Generation and Cross-Scene Integration
by: Xie, Tianyidan, et al.
Published: (2026)
by: Xie, Tianyidan, et al.
Published: (2026)
FLARE: Full-Modality Long-Video Audiovisual Retrieval Benchmark with User-Simulated Queries
by: You, Qijie, et al.
Published: (2026)
by: You, Qijie, et al.
Published: (2026)
Hallu-PI: Evaluating Hallucination in Multi-modal Large Language Models within Perturbed Inputs
by: Ding, Peng, et al.
Published: (2024)
by: Ding, Peng, et al.
Published: (2024)
SCI-Reason: A Dataset with Chain-of-Thought Rationales for Complex Multimodal Reasoning in Academic Areas
by: Ma, Chenghao, et al.
Published: (2025)
by: Ma, Chenghao, et al.
Published: (2025)
Similar Items
-
AV-EMO-Reasoning: Benchmarking Emotional Reasoning Capabilities in Omni-modal LLMS with Audio-visual Cues
by: Zhou, Dingkun, et al.
Published: (2025) -
OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination
by: Chen, Junzhe, et al.
Published: (2025) -
FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs
by: Chen, Qian, et al.
Published: (2026) -
AVID: A Benchmark for Omni-Modal Audio-Visual Inconsistency Understanding via Agent-Driven Construction
by: Chen, Zixuan, et al.
Published: (2026) -
OmniTrace: A Unified Framework for Generation-Time Attribution in Omni-Modal LLMs
by: Yan, Qianqi, et al.
Published: (2026)