most citedOvis: Structural Embedding Alignment for Multimodal Large Language Model

4 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2025

Rethinking Multilingual Vision-Language Translation: Dataset, Evaluation, and Adaptation

Xintong Wang, Jingheng Pan, Yixiao Liu +8

Vision-Language Translation (VLT) is a challenging task that requires accurately recognizing multilingual text embedded in images and translating it into the target language with t…

cs.AI2025

Beyond Safe Answers: A Benchmark for Evaluating True Risk Awareness in Large Reasoning Models

Baihui Zheng, Boren Zheng, Kerui Cao +9

Despite the remarkable proficiency of \textit{Large Reasoning Models} (LRMs) in handling complex reasoning tasks, their reliability in safety-critical scenarios remains uncertain.…

cs.CL2025

TransBench: Benchmarking Machine Translation for Industrial-Scale Applications

Haijun Li, Tianqi Shi, Zifu Shang +13

Machine translation (MT) has become indispensable for cross-border communication in globalized industries like e-commerce, finance, and legal services, with recent advancements in…

cs.CL20251 cited

The Bitter Lesson Learned from 2,000+ Multilingual Benchmarks

Minghao Wu, Weixuan Wang, Sinuo Liu +7

As large language models (LLMs) continue to advance in linguistic capabilities, robust multilingual evaluation has become essential for promoting equitable technological progress.…

cs.CL2024

Marco-LLM: Bridging Languages via Massive Multilingual Training for Cross-Lingual Enhancement

Lingfeng Ming, Bo Zeng, Chenyang Lyu +17

Large Language Models (LLMs) have achieved remarkable progress in recent years; however, their excellent performance is still largely limited to major world languages, primarily En…

cs.CV20244 cited

Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Shiyin Lu, Yang Li, Qing-Guo Chen +4

Current Multimodal Large Language Models (MLLMs) typically integrate a pre-trained LLM with another pre-trained vision transformer through a connector, such as an MLP, endowing the…