Cover Image

Enhancing Non-English Capabilities of English-Centric Large Language Models through Deep Supervision Fine-Tuning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Huo, Wenshuai, Feng, Xiaocheng, Huang, Yichong, Fu, Chengpeng, Li, Baohang, Ye, Yangfan, Zhang, Zhirui, Tu, Dandan, Tang, Duyu, Lu, Yunfei, Wang, Hui, Qin, Bing
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Ensuring Consistency for In-Image Translation
by: Fu, Chengpeng, et al.
Published: (2024)

CC-Tuning: A Cross-Lingual Connection Mechanism for Improving Joint Multilingual Supervised Fine-Tuning
by: Ye, Yangfan, et al.
Published: (2025)

Aligning Translation-Specific Understanding to General Understanding in Large Language Models
by: Huang, Yichong, et al.
Published: (2024)

Relay Decoding: Concatenating Large Language Models for Machine Translation
by: Fu, Chengpeng, et al.
Published: (2024)

CLAIM: Mitigating Multilingual Object Hallucination in Large Vision-Language Models with Cross-Lingual Attention Intervention
by: Ye, Zekai, et al.
Published: (2025)

Culture-Aware Machine Translation in Large Language Models: Benchmarking and Investigation
by: Yuan, Zekun, et al.
Published: (2026)

LangGPS: Language Separability Guided Data Pre-Selection for Joint Multilingual Instruction Tuning
by: Ye, Yangfan, et al.
Published: (2025)

Exploring Cross-lingual Latent Transplantation: Mutual Opportunities and Open Challenges
by: Ye, Yangfan, et al.
Published: (2024)

Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
by: Huang, Yichong, et al.
Published: (2024)

x1: Learning to Think Adaptively Across Languages and Cultures
by: Ye, Yangfan, et al.
Published: (2026)

Learning Fine-Grained Grounded Citations for Attributed Large Language Models
by: Huang, Lei, et al.
Published: (2024)

iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use
by: Zeng, Yirong, et al.
Published: (2025)

One for All: Update Parameterized Knowledge Across Multiple Models
by: Ma, Weitao, et al.
Published: (2025)

FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging
by: Li, Zijian, et al.
Published: (2025)

AutoTool: Automatic Scaling of Tool-Use Capabilities in RL via Decoupled Entropy Constraints
by: Zeng, Yirong, et al.
Published: (2026)

Unveiling Entity-Level Unlearning for Large Language Models: A Comprehensive Analysis
by: Ma, Weitao, et al.
Published: (2024)

Children's English Reading Story Generation via Supervised Fine-Tuning of Compact LLMs with Controllable Difficulty and Safety
by: Shen, Qian, et al.
Published: (2026)

Unlocking Multilingual Reasoning Capability of LLMs and LVLMs through Representation Engineering
by: Li, Qiming, et al.
Published: (2025)

Cross-Lingual Text-Rich Visual Comprehension: An Information Theory Perspective
by: Yu, Xinmiao, et al.
Published: (2024)

IOCC: Aligning Semantic and Cluster Centers for Few-shot Short Text Clustering
by: Yin, Jixuan, et al.
Published: (2025)

Not All Tokens See Equally: Perception-Grounded Policy Optimization for Large Vision-Language Models
by: Ye, Zekai, et al.
Published: (2026)

CultureForest: Understanding and Evaluating Cultural Norm Grounded Reasoning in LLMs
by: Ye, Yangfan, et al.
Published: (2026)

Is PRM Necessary? Problem-Solving RL Implicitly Induces PRM Capability in LLMs
by: Feng, Zhangying, et al.
Published: (2025)

CAI: Caption-Sensitive Attention Intervention for Mitigating Object Hallucination in Large Vision-Language Models
by: Li, Qiming, et al.
Published: (2025)

GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News Summarization
by: Ye, Yangfan, et al.
Published: (2024)

Toward LLMs Beyond English-Centric Development
by: Takase, Sho, et al.
Published: (2026)

PERSONA: Dynamic and Compositional Inference-Time Personality Control via Activation Vector Algebra
by: Feng, Xiachong, et al.
Published: (2026)

CAST: Mitigating Object Hallucination in Large Vision-Language Models via Caption-Guided Visual Attention Steering
by: Li, Qiming, et al.
Published: (2026)

LLMs Capability to Translate English GUI to Arabic
by: Masaad, Fawaz, et al.
Published: (2026)

MPR-GUI: Benchmarking and Enhancing Multilingual Perception and Reasoning in GUI Agents
by: Chen, Ruihan, et al.
Published: (2025)

Supervised Fine-Tuning Achieve Rapid Task Adaption Via Alternating Attention Head Activation Patterns
by: Zhao, Yang, et al.
Published: (2024)

Supervised Fine-Tuning Needs to Unlock the Potential of Token Priority
by: Shen, Zhanming, et al.
Published: (2026)

SRFT: A Single-Stage Method with Supervised and Reinforcement Fine-Tuning for Reasoning
by: Fu, Yuqian, et al.
Published: (2025)

Supervision of High School Departments of English.
by: VanDuzer, Vernice
Published: (1969)

Supervised Fine Tuning on Curated Data is Reinforcement Learning (and can be improved)
by: Qin, Chongli, et al.
Published: (2025)

On-Policy Supervised Fine-Tuning for Efficient Reasoning
by: Zhao, Anhao, et al.
Published: (2026)

Rethinking Fine-Tuning: Unlocking Hidden Capabilities in Vision-Language Models
by: Zhang, Mingyuan, et al.
Published: (2025)

Anchored Supervised Fine-Tuning
by: Zhu, He, et al.
Published: (2025)

Proximal Supervised Fine-Tuning
by: Zhu, Wenhong, et al.
Published: (2025)

FFN: a Fine-grained Chinese-English Financial Domain Parallel Corpus
by: Fu, Yuxin, et al.
Published: (2024)