Coherent Multimodal Reasoning with Iterative Self-Evaluation for Vision-Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Luo, Wenjie, Li, Ruocheng, Zhu, Shanshan, Perry, Julian |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Dynamic Knowledge Integration for Enhanced Vision-Language Reasoning
by: Perry, Julian, et al.
Published: (2025)
by: Perry, Julian, et al.
Published: (2025)
MET-Bench: Multimodal Entity Tracking for Evaluating the Limitations of Vision-Language and Reasoning Models
by: Cohen, Vanya, et al.
Published: (2025)
by: Cohen, Vanya, et al.
Published: (2025)
Evaluating Reasoning Faithfulness in Medical Vision-Language Models using Multimodal Perturbations
by: Moll, Johannes, et al.
Published: (2025)
by: Moll, Johannes, et al.
Published: (2025)
Iterative Self-Improvement of Vision Language Models for Image Scoring and Self-Explanation
by: Tanji, Naoto, et al.
Published: (2025)
by: Tanji, Naoto, et al.
Published: (2025)
Learning to Reason via Self-Iterative Process Feedback for Small Language Models
by: Chen, Kaiyuan, et al.
Published: (2024)
by: Chen, Kaiyuan, et al.
Published: (2024)
MSA at ImageCLEF 2025 Multimodal Reasoning: Multilingual Multimodal Reasoning With Ensemble Vision Language Models
by: Ahmed, Seif, et al.
Published: (2025)
by: Ahmed, Seif, et al.
Published: (2025)
IdealGPT: Iteratively Decomposing Vision and Language Reasoning via Large Language Models
by: You, Haoxuan, et al.
Published: (2023)
by: You, Haoxuan, et al.
Published: (2023)
mmJEE-Eval: A Bilingual Multimodal Benchmark for Evaluating Scientific Reasoning in Vision-Language Models
by: Mukherjee, Arka, et al.
Published: (2025)
by: Mukherjee, Arka, et al.
Published: (2025)
M3Kang: Evaluating Multilingual Multimodal Mathematical Reasoning in Vision-Language Models
by: Torres-Camps, Aleix, et al.
Published: (2026)
by: Torres-Camps, Aleix, et al.
Published: (2026)
Enhancing Tool Retrieval with Iterative Feedback from Large Language Models
by: Xu, Qiancheng, et al.
Published: (2024)
by: Xu, Qiancheng, et al.
Published: (2024)
Hypothesis Search: Inductive Reasoning with Language Models
by: Wang, Ruocheng, et al.
Published: (2023)
by: Wang, Ruocheng, et al.
Published: (2023)
Weak Supervision Dynamic KL-Weighted Diffusion Models Guided by Large Language Models
by: Perry, Julian, et al.
Published: (2025)
by: Perry, Julian, et al.
Published: (2025)
Semantics as a Shield: Label Disguise Defense (LDD) against Prompt Injection in LLM Sentiment Classification
by: Li, Yanxi, et al.
Published: (2025)
by: Li, Yanxi, et al.
Published: (2025)
MSR-Align: Policy-Grounded Multimodal Alignment for Safety-Aware Reasoning in Vision-Language Models
by: Xia, Yinan, et al.
Published: (2025)
by: Xia, Yinan, et al.
Published: (2025)
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models
by: Bharthulwar, Sid, et al.
Published: (2025)
by: Bharthulwar, Sid, et al.
Published: (2025)
Sherlock: Self-Correcting Reasoning in Vision-Language Models
by: Ding, Yi, et al.
Published: (2025)
by: Ding, Yi, et al.
Published: (2025)
Conformal Language Model Reasoning with Coherent Factuality
by: Rubin-Toles, Maxon, et al.
Published: (2025)
by: Rubin-Toles, Maxon, et al.
Published: (2025)
Exploring and Evaluating Multimodal Knowledge Reasoning Consistency of Multimodal Large Language Models
by: Jia, Boyu, et al.
Published: (2025)
by: Jia, Boyu, et al.
Published: (2025)
SelfCP: Compressing Over-Limit Prompt via the Frozen Large Language Model Itself
by: Gao, Jun, et al.
Published: (2024)
by: Gao, Jun, et al.
Published: (2024)
RISE: Reasoning Enhancement via Iterative Self-Exploration in Multi-hop Question Answering
by: He, Bolei, et al.
Published: (2025)
by: He, Bolei, et al.
Published: (2025)
OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles
by: Deng, Yihe, et al.
Published: (2025)
by: Deng, Yihe, et al.
Published: (2025)
Evaluating Multimodal Large Language Models on Spoken Sarcasm Understanding
by: Li, Zhu, et al.
Published: (2025)
by: Li, Zhu, et al.
Published: (2025)
ReBeCA: Unveiling Interpretable Behavior Hierarchy behind the Iterative Self-Reflection of Language Models with Causal Analysis
by: Yan, Tianqiang, et al.
Published: (2026)
by: Yan, Tianqiang, et al.
Published: (2026)
Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering
by: Chu, Zheng, et al.
Published: (2025)
by: Chu, Zheng, et al.
Published: (2025)
IterAlign: Iterative Constitutional Alignment of Large Language Models
by: Chen, Xiusi, et al.
Published: (2024)
by: Chen, Xiusi, et al.
Published: (2024)
Evaluating Mathematical Reasoning of Large Language Models: A Focus on Error Identification and Correction
by: Li, Xiaoyuan, et al.
Published: (2024)
by: Li, Xiaoyuan, et al.
Published: (2024)
A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models
by: Song, Xiujie, et al.
Published: (2024)
by: Song, Xiujie, et al.
Published: (2024)
Multimodal Large Language Models Meet Multimodal Emotion Recognition and Reasoning: A Survey
by: Shou, Yuntao, et al.
Published: (2025)
by: Shou, Yuntao, et al.
Published: (2025)
Semantic Self-Consistency: Enhancing Language Model Reasoning via Semantic Weighting
by: Knappe, Tim, et al.
Published: (2024)
by: Knappe, Tim, et al.
Published: (2024)
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond
by: Qu, Xiaoye, et al.
Published: (2025)
by: Qu, Xiaoye, et al.
Published: (2025)
Vision-Language Models Can Self-Improve Reasoning via Reflection
by: Cheng, Kanzhi, et al.
Published: (2024)
by: Cheng, Kanzhi, et al.
Published: (2024)
CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense Reasoning
by: Wang, Weiqi, et al.
Published: (2024)
by: Wang, Weiqi, et al.
Published: (2024)
Incorporating Self-Rewriting into Large Language Model Reasoning Reinforcement
by: Yao, Jiashu, et al.
Published: (2025)
by: Yao, Jiashu, et al.
Published: (2025)
Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search
by: Sun, Haoran, et al.
Published: (2025)
by: Sun, Haoran, et al.
Published: (2025)
Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers
by: Shi, Zhengliang, et al.
Published: (2025)
by: Shi, Zhengliang, et al.
Published: (2025)
Think Twice Before Trusting: Self-Detection for Large Language Models through Comprehensive Answer Reflection
by: Li, Moxin, et al.
Published: (2024)
by: Li, Moxin, et al.
Published: (2024)
HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning
by: Tan, Xingyu, et al.
Published: (2025)
by: Tan, Xingyu, et al.
Published: (2025)
Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic Tasks
by: Ashraf, Tajamul, et al.
Published: (2025)
by: Ashraf, Tajamul, et al.
Published: (2025)
TangramPuzzle: Evaluating Multimodal Large Language Models with Compositional Spatial Reasoning
by: Liu, Daixian, et al.
Published: (2026)
by: Liu, Daixian, et al.
Published: (2026)
SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models
by: Cheng, Xianfu, et al.
Published: (2025)
by: Cheng, Xianfu, et al.
Published: (2025)
Similar Items
-
Dynamic Knowledge Integration for Enhanced Vision-Language Reasoning
by: Perry, Julian, et al.
Published: (2025) -
MET-Bench: Multimodal Entity Tracking for Evaluating the Limitations of Vision-Language and Reasoning Models
by: Cohen, Vanya, et al.
Published: (2025) -
Evaluating Reasoning Faithfulness in Medical Vision-Language Models using Multimodal Perturbations
by: Moll, Johannes, et al.
Published: (2025) -
Iterative Self-Improvement of Vision Language Models for Image Scoring and Self-Explanation
by: Tanji, Naoto, et al.
Published: (2025) -
Learning to Reason via Self-Iterative Process Feedback for Small Language Models
by: Chen, Kaiyuan, et al.
Published: (2024)