Cover Image

Q-Mirror: Unlocking the Multi-Modal Potential of Scientific Text-Only QA Pairs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Junying, Zhang, Zicheng, Shen, Ye, Wu, Yalun, Liang, Yingji, Guo, Yijin, Wen, Farong, Li, Wenzhe, Zhao, Xuezhi, Jia, Qi, Zhai, Guangtao
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The Ever-Evolving Science Exam
by: Wang, Junying, et al.
Published: (2025)

QoNext: Towards Next-generation QoE for Foundation Models
by: Guo, Yijin, et al.
Published: (2025)

A Multi-To-One Interview Paradigm for Efficient MLLM Evaluation
by: Shen, Ye, et al.
Published: (2025)

Affordance Benchmark for MLLMs
by: Wang, Junying, et al.
Published: (2025)

SIQA: Toward Reliable Scientific Image Quality Assessment
by: Li, Wenzhe, et al.
Published: (2026)

Human-Centric Evaluation for Foundation Models
by: Guo, Yijin, et al.
Published: (2025)

Improve MLLM Benchmark Efficiency through Interview
by: Wen, Farong, et al.
Published: (2025)

EvolMem: A Cognitive-Driven Benchmark for Multi-Session Dialogue Memory
by: Shen, Ye, et al.
Published: (2026)

MirrorBench: Evaluating Self-centric Intelligence in MLLMs by Introducing a Mirror
by: Guo, Shengyu, et al.
Published: (2026)

MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis
by: Zhou, Yingjie, et al.
Published: (2024)

Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to Pairs
by: Zhang, Zicheng, et al.
Published: (2024)

3DGCQA: A Quality Assessment Database for 3D AI-Generated Contents
by: Zhou, Yingjie, et al.
Published: (2024)

User-centric Subjective Leaderboard by Customizable Reward Modeling
by: Jia, Qi, et al.
Published: (2025)

Sycophancy under Pressure: Evaluating and Mitigating Sycophantic Bias via Adversarial Dialogues in Scientific QA
by: Zhang, Kaiwei, et al.
Published: (2025)

Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model
by: Zhou, Yingjie, et al.
Published: (2025)

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads
by: Zhou, Yingjie, et al.
Published: (2025)

STAR : Bridging Statistical and Agentic Reasoning for Large Model Performance Prediction
by: Wang, Xiaoxiao, et al.
Published: (2026)

Q-Eval-100K: Evaluating Visual Quality and Alignment Level for Text-to-Vision Content
by: Zhang, Zicheng, et al.
Published: (2025)

Q-REAL: Towards Realism and Plausibility Evaluation for AI-Generated Content
by: Wang, Shushi, et al.
Published: (2025)

Q-Bench-Portrait: Benchmarking Multimodal Large Language Models on Portrait Image Quality Perception
by: Wu, Sijing, et al.
Published: (2026)

MedOmni-45°: A Safety-Performance Benchmark for Reasoning-Oriented LLMs in Medicine
by: Ji, Kaiyuan, et al.
Published: (2025)

Multi-Dimensional Quality Assessment for Text-to-3D Assets: Dataset and Model
by: Fu, Kang, et al.
Published: (2025)

Teaching LMMs for Image Quality Scoring and Interpreting
by: Zhang, Zicheng, et al.
Published: (2025)

AGHI-QA: A Subjective-Aligned Dataset and Metric for AI-Generated Human Images
by: Li, Yunhao, et al.
Published: (2025)

Image Quality Assessment for Embodied AI
by: Li, Chunyi, et al.
Published: (2025)

DyCoRM: Dynamic Criterion-Aware Reward Modeling for Text-to-Image Generation
by: Qian, Jiaying, et al.
Published: (2026)

Who is a Better Player: LLM against LLM
by: Zhou, Yingjie, et al.
Published: (2025)

UniDial-EvalKit: A Unified Toolkit for Evaluating Multi-Faceted Conversational Abilities
by: Jia, Qi, et al.
Published: (2026)

Text2QR: Harmonizing Aesthetic Customization and Scanning Robustness for Text-Guided QR Code Generation
by: Wu, Guangyang, et al.
Published: (2024)

Unlocking Multi-Modal Potentials for Link Prediction on Dynamic Text-Attributed Graphs
by: Xu, Yuanyuan, et al.
Published: (2025)

Towards Explainable Partial-AIGC Image Quality Assessment
by: Qian, Jiaying, et al.
Published: (2025)

Q-Bench-Video: Benchmarking the Video Quality Understanding of LMMs
by: Zhang, Zicheng, et al.
Published: (2024)

TIT-Score: Evaluating Long-Prompt Based Text-to-Image Alignment via Text-to-Image-to-Text Consistency
by: Wang, Juntong, et al.
Published: (2025)

Subjective-Aligned Dataset and Metric for Text-to-Video Quality Assessment
by: Kou, Tengchuan, et al.
Published: (2024)

LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation
by: Wang, Jiarui, et al.
Published: (2025)

LM Fight Arena: Benchmarking Large Multimodal Models via Game Competition
by: Zheng, Yushuo, et al.
Published: (2025)

VideoAesBench: Benchmarking the Video Aesthetics Perception Capabilities of Large Multimodal Models
by: Li, Yunhao, et al.
Published: (2026)

UniProcessor: A Text-induced Unified Low-level Image Processor
by: Duan, Huiyu, et al.
Published: (2024)

M3SciQA: A Multi-Modal Multi-Document Scientific QA Benchmark for Evaluating Foundation Models
by: Li, Chuhan, et al.
Published: (2024)

Q-Save: Towards Scoring and Attribution for Generated Video Evaluation
by: Wu, Xiele, et al.
Published: (2025)