UnicEdit-10M: A Dataset and Benchmark Breaking the Scale-Quality Barrier via Unified Verification for Reasoning-Enriched Edits
Fuente:
arXiv
Saved in:
| Main Authors: | Ye, Keming, Huang, Zhipeng, Fu, Canmiao, Liu, Qingyang, Cai, Jiani, Lv, Zheqi, Li, Chen, Lyu, Jing, Zhao, Zhou, Zhang, Shengyu |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Breaking Dual Bottlenecks: Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners
by: Liu, Qingyang, et al.
Published: (2026)
by: Liu, Qingyang, et al.
Published: (2026)
ImgEdit: A Unified Image Editing Dataset and Benchmark
by: Ye, Yang, et al.
Published: (2025)
by: Ye, Yang, et al.
Published: (2025)
EditSleuth: A Dataset of Grounded Reasoning Chains for Image-Edit Forensics
by: Nguyen, Van-Loc, et al.
Published: (2026)
by: Nguyen, Van-Loc, et al.
Published: (2026)
Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling
by: Bai, Xuehai, et al.
Published: (2026)
by: Bai, Xuehai, et al.
Published: (2026)
EditInspector: A Benchmark for Evaluation of Text-Guided Image Edits
by: Yosef, Ron, et al.
Published: (2025)
by: Yosef, Ron, et al.
Published: (2025)
RASTP: Representation-Aware Semantic Token Pruning for Generative Recommendation with Semantic Identifiers
by: Zhan, Tianyu, et al.
Published: (2025)
by: Zhan, Tianyu, et al.
Published: (2025)
SummExecEdit: A Factual Consistency Benchmark in Summarization with Executable Edits
by: Thorat, Onkar, et al.
Published: (2024)
by: Thorat, Onkar, et al.
Published: (2024)
Semantic Trimming and Auxiliary Multi-step Prediction for Generative Recommendation
by: Zhan, Tianyu, et al.
Published: (2026)
by: Zhan, Tianyu, et al.
Published: (2026)
Next Edit Prediction: Learning to Predict Code Edits from Context and Interaction History
by: Lu, Ruofan, et al.
Published: (2025)
by: Lu, Ruofan, et al.
Published: (2025)
ParallelEdits: Efficient Multi-object Image Editing
by: Huang, Mingzhen, et al.
Published: (2024)
by: Huang, Mingzhen, et al.
Published: (2024)
AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
by: Yu, Qifan, et al.
Published: (2024)
by: Yu, Qifan, et al.
Published: (2024)
UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models
by: Chen, Qizhou, et al.
Published: (2025)
by: Chen, Qizhou, et al.
Published: (2025)
EditVerse: Unifying Image and Video Editing and Generation with In-Context Learning
by: Ju, Xuan, et al.
Published: (2025)
by: Ju, Xuan, et al.
Published: (2025)
EditFlow: Benchmarking and Optimizing Code Edit Recommendation Systems via Reconstruction of Developer Flows
by: Liu, Chenyan, et al.
Published: (2026)
by: Liu, Chenyan, et al.
Published: (2026)
HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing
by: Hui, Mude, et al.
Published: (2024)
by: Hui, Mude, et al.
Published: (2024)
Edit Flows: Flow Matching with Edit Operations
by: Havasi, Marton, et al.
Published: (2025)
by: Havasi, Marton, et al.
Published: (2025)
VectorEdits: A Dataset and Benchmark for Instruction-Based Editing of Vector Graphics
by: Kuchař, Josef, et al.
Published: (2025)
by: Kuchař, Josef, et al.
Published: (2025)
UniEditBench: A Unified and Cost-Effective Benchmark for Image and Video Editing via Distilled MLLMs
by: Jiang, Lifan, et al.
Published: (2026)
by: Jiang, Lifan, et al.
Published: (2026)
EfficientEdit: Accelerating Code Editing via Edit-Oriented Speculative Decoding
by: Wang, Peiding, et al.
Published: (2025)
by: Wang, Peiding, et al.
Published: (2025)
GalaxyEdit: Large-Scale Image Editing Dataset with Enhanced Diffusion Adapter
by: Bala, Aniruddha, et al.
Published: (2024)
by: Bala, Aniruddha, et al.
Published: (2024)
Forward Once for All: Structural Parameterized Adaptation for Efficient Cloud-coordinated On-device Recommendation
by: Fu, Kairui, et al.
Published: (2025)
by: Fu, Kairui, et al.
Published: (2025)
DIET: Customized Slimming for Incompatible Networks in Sequential Recommendation
by: Fu, Kairui, et al.
Published: (2024)
by: Fu, Kairui, et al.
Published: (2024)
EditReward: A Human-Aligned Reward Model for Instruction-Guided Image Editing
by: Wu, Keming, et al.
Published: (2025)
by: Wu, Keming, et al.
Published: (2025)
GEDAN: Learning the Edit Costs for Graph Edit Distance
by: Leonardi, Francesco, et al.
Published: (2025)
by: Leonardi, Francesco, et al.
Published: (2025)
EgoEdit: Dataset, Real-Time Streaming Model, and Benchmark for Egocentric Video Editing
by: Li, Runjia, et al.
Published: (2025)
by: Li, Runjia, et al.
Published: (2025)
EditAR: Unified Conditional Generation with Autoregressive Models
by: Mu, Jiteng, et al.
Published: (2025)
by: Mu, Jiteng, et al.
Published: (2025)
Edisum: Summarizing and Explaining Wikipedia Edits at Scale
by: Šakota, Marija, et al.
Published: (2024)
by: Šakota, Marija, et al.
Published: (2024)
EditThinker: Unlocking Iterative Reasoning for Any Image Editor
by: Li, Hongyu, et al.
Published: (2025)
by: Li, Hongyu, et al.
Published: (2025)
Preliminary Evaluation of the Test-Time Training Layers in Recommendation System (Student Abstract)
by: Zhan, Tianyu, et al.
Published: (2024)
by: Zhan, Tianyu, et al.
Published: (2024)
A Rolling Stone Gathers No Moss: Adaptive Policy Optimization for Stable Self-Evaluation in Large Multimodal Models
by: Wang, Wenkai, et al.
Published: (2025)
by: Wang, Wenkai, et al.
Published: (2025)
Cuff-KT: Tackling Learners' Real-time Learning Pattern Adjustment via Tuning-Free Knowledge State Guided Model Updating
by: Zhou, Yiyun, et al.
Published: (2025)
by: Zhou, Yiyun, et al.
Published: (2025)
Disentangled Knowledge Tracing for Alleviating Cognitive Bias
by: Zhou, Yiyun, et al.
Published: (2025)
by: Zhou, Yiyun, et al.
Published: (2025)
AnyEdit: Edit Any Knowledge Encoded in Language Models
by: Jiang, Houcheng, et al.
Published: (2025)
by: Jiang, Houcheng, et al.
Published: (2025)
ReasonEdit: Towards Reasoning-Enhanced Image Editing Models
by: Yin, Fukun, et al.
Published: (2025)
by: Yin, Fukun, et al.
Published: (2025)
SEED: A Large-Scale Benchmark for Provenance Tracing in Sequential Deepfake Facial Edits
by: Hoi, Mengieong, et al.
Published: (2026)
by: Hoi, Mengieong, et al.
Published: (2026)
HumanEdit: A High-Quality Human-Rewarded Dataset for Instruction-based Image Editing
by: Bai, Jinbin, et al.
Published: (2024)
by: Bai, Jinbin, et al.
Published: (2024)
DeltaEdit: Exploring Text-free Training for Text-Driven Image Manipulation
by: Lyu, Yueming, et al.
Published: (2023)
by: Lyu, Yueming, et al.
Published: (2023)
WeEdit: A Dataset, Benchmark and Glyph-Guided Framework for Text-centric Image Editing
by: Zhang, Hui, et al.
Published: (2026)
by: Zhang, Hui, et al.
Published: (2026)
EditPropBench: Measuring Factual Edit Propagation in Scientific Manuscripts
by: Kruthof, Garvin
Published: (2026)
by: Kruthof, Garvin
Published: (2026)
How Well Can Knowledge Edit Methods Edit Perplexing Knowledge?
by: Ge, Huaizhi, et al.
Published: (2024)
by: Ge, Huaizhi, et al.
Published: (2024)
Similar Items
-
Breaking Dual Bottlenecks: Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners
by: Liu, Qingyang, et al.
Published: (2026) -
ImgEdit: A Unified Image Editing Dataset and Benchmark
by: Ye, Yang, et al.
Published: (2025) -
EditSleuth: A Dataset of Grounded Reasoning Chains for Image-Edit Forensics
by: Nguyen, Van-Loc, et al.
Published: (2026) -
Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling
by: Bai, Xuehai, et al.
Published: (2026) -
EditInspector: A Benchmark for Evaluation of Text-Guided Image Edits
by: Yosef, Ron, et al.
Published: (2025)