Cover Image

T2I-Eval-R1: Reinforcement Learning-Driven Reasoning for Interpretable Text-to-Image Evaluation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ma, Zi-Ao, Lan, Tian, Tu, Rong-Cheng, Liu, Shu-Hang, Huang, Heyan, Wu, Zhijing, Xu, Chen, Mao, Xian-Ling
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Automatic Evaluation for Text-to-image Generation: Task-decomposed Framework, Distilled Training, and Meta-evaluation Benchmark
by: Tu, Rong-Cheng, et al.
Published: (2024)

Multi-modal Retrieval Augmented Multi-modal Generation: Datasets, Evaluation Metrics and Strong Baselines
by: Ma, Zi-Ao, et al.
Published: (2024)

A Survey of Automatic Evaluation Methods on Text, Visual and Speech Generations
by: Lan, Tian, et al.
Published: (2025)

CriticEval: Evaluating Large Language Model as Critic
by: Lan, Tian, et al.
Published: (2024)

DeepSurvey-Bench: Evaluating Academic Value of Automatically Generated Scientific Survey
by: Zhang, Guo-Biao, et al.
Published: (2026)

SEOE: A Scalable and Reliable Semantic Evaluation Framework for Open Domain Event Detection
by: Lu, Yi-Fan, et al.
Published: (2025)

Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model
by: Liu, Runheng, et al.
Published: (2026)

Beyond Exact Match: Semantically Reassessing Event Extraction by Large Language Models
by: Lu, Yi-Fan, et al.
Published: (2024)

Mix-Initiative Response Generation with Dynamic Prefix Tuning
by: Nie, Yuxiang, et al.
Published: (2024)

Distribution-Consistency-Guided Multi-modal Hashing
by: Liu, Jin-Yu, et al.
Published: (2024)

R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation
by: Chen, Kaijie, et al.
Published: (2025)

A Distributed Collaborative Retrieval Framework Excelling in All Queries and Corpora based on Zero-shot Rank-Oriented Automatic Evaluation
by: Che, Tian-Yi, et al.
Published: (2024)

Training-free Truthfulness Detection via Value Vectors in LLMs
by: Liu, Runheng, et al.
Published: (2025)

T2I-FineEval: Fine-Grained Compositional Metric for Text-to-Image Evaluation
by: Hosseini, Seyed Mohammad Hadi, et al.
Published: (2025)

DynT2I-Eval: A Dynamic Evaluation Framework for Text-to-Image Models
by: Wang, Juntong, et al.
Published: (2026)

Training Language Models to Critique With Multi-agent Feedback
by: Lan, Tian, et al.
Published: (2024)

EXCEEDS: Extracting Complex Events via Nugget-based Grid Modeling in Scientific Domain
by: Lu, Yi-Fan, et al.
Published: (2024)

T2I-ReasonBench: Benchmarking Reasoning-Informed Text-to-Image Generation
by: Sun, Kaiyue, et al.
Published: (2025)

ISExplore:Informative Segment Selection for Efficient Personalized 3D Talking Face Generation
by: Sun, Rui-Qing, et al.
Published: (2025)

TRN-R1-Zero: Text-rich Network Reasoning via LLMs with Reinforcement Learning Only
by: Liu, Yilun, et al.
Published: (2026)

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards
by: Tian, Wei, et al.
Published: (2026)

CharacterEval: A Chinese Benchmark for Role-Playing Conversational Agent Evaluation
by: Tu, Quan, et al.
Published: (2024)

Subtopic-aware View Sampling and Temporal Aggregation for Long-form Document Matching
by: Zhou, Youchao, et al.
Published: (2024)

FlashBack:Efficient Retrieval-Augmented Language Modeling for Long Context Inference
by: Liu, Runheng, et al.
Published: (2024)

StrucText-Eval: Evaluating Large Language Model's Reasoning Ability in Structure-Rich Text
by: Gu, Zhouhong, et al.
Published: (2024)

Interpretable Modeling of Deep Reinforcement Learning Driven Scheduling
by: Li, Boyang, et al.
Published: (2024)

Video-R4: Reinforcing Text-Rich Video Reasoning with Visual Rumination
by: Tang, Yolo Y., et al.
Published: (2025)

CiteEval: Principle-Driven Citation Evaluation for Source Attribution
by: Xu, Yumo, et al.
Published: (2025)

GenEval 2: Addressing Benchmark Drift in Text-to-Image Evaluation
by: Kamath, Amita, et al.
Published: (2025)

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters
by: Luo, Hanjun, et al.
Published: (2026)

ReasonEdit: Towards Interpretable Image Editing Evaluation via Reinforcement Learning
by: Chen, Honghua, et al.
Published: (2026)

Utilizing and Calibrating Hindsight Process Rewards via Reinforcement with Mutual Information Self-Evaluation
by: Yao, Jiashu, et al.
Published: (2026)

Efficient and Robust Video Defense Framework against 3D-field Personalized Talking Face
by: Sun, Rui-qing, et al.
Published: (2025)

EvalQReason: A Framework for Step-Level Reasoning Evaluation in Large Language Models
by: Freja, Shaima Ahmad, et al.
Published: (2026)

SparseEval: Efficient Evaluation of Large Language Models by Sparse Optimization
by: Zhang, Taolin, et al.
Published: (2026)

R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling
by: Cheng, Aijia, et al.
Published: (2026)

VTC-R1: Vision-Text Compression for Efficient Long-Context Reasoning
by: Wang, Yibo, et al.
Published: (2026)

MMWOZ: Building Multimodal Agent for Task-oriented Dialogue
by: Yang, Pu-Hai, et al.
Published: (2025)

All‐Optical Imaging Using Perovskite Nanocrystals Based on Spectro‐Spatial Correlation
by: Xuhong Wang, et al.
Published: (2024)

TextShield-R1: Reinforced Reasoning for Tampered Text Detection
by: Qu, Chenfan, et al.
Published: (2026)