Cover Image

Challenging Multilingual LLMs: A New Taxonomy and Benchmark for Unraveling Hallucination in Translation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Xinwei, Liu, Heng, Zhou, Jiang, Zhao, Xiaohu, Xu, Linlong, Wang, Longyue, Luo, Weihua, Zhang, Kaifu
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

Finding the Translation Switch: Discovering and Exploiting the Task-Initiation Features in LLMs
by: Wu, Xinwei, et al.
Published: (2026)

Rethinking Multilingual Vision-Language Translation: Dataset, Evaluation, and Adaptation
by: Wang, Xintong, et al.
Published: (2025)

Beyond Single-Reward: Multi-Pair, Multi-Perspective Preference Optimization for Machine Translation
by: Wang, Hao, et al.
Published: (2025)

Incentivizing Parametric Knowledge via Reinforcement Learning with Verifiable Rewards for Cross-Cultural Entity Translation
by: Zhou, Jiang, et al.
Published: (2026)

New Trends for Modern Machine Translation with Large Reasoning Models
by: Liu, Sinuo, et al.
Published: (2025)

The Bitter Lesson Learned from 2,000+ Multilingual Benchmarks
by: Wu, Minghao, et al.
Published: (2025)

(Perhaps) Beyond Human Translation: Harnessing Multi-Agent Collaboration for Translating Ultra-Long Literary Texts
by: Wu, Minghao, et al.
Published: (2024)

TransBench: Benchmarking Machine Translation for Industrial-Scale Applications
by: Li, Haijun, et al.
Published: (2025)

Marco-LLM: Bridging Languages via Massive Multilingual Training for Cross-Lingual Enhancement
by: Ming, Lingfeng, et al.
Published: (2024)

LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy
by: Ruan, Zhiwen, et al.
Published: (2025)

DeepWideSearch: Benchmarking Depth and Width in Agentic Information Seeking
by: Lan, Tian, et al.
Published: (2025)

From Insight to Action: A Novel Framework for Interpretability-Guided Data Selection in Large Language Models
by: Shi, Ling, et al.
Published: (2026)

PMMT: Preference Alignment in Multilingual Machine Translation via LLM Distillation
by: Sun, Shuqiao, et al.
Published: (2024)

HSCodeComp: A Realistic and Expert-level Benchmark for Deep Search Agents in Hierarchical Rule Application
by: Yang, Yiqian, et al.
Published: (2025)

Towards Lightweight, Adaptive and Attribute-Aware Multi-Aspect Controllable Text Generation with Large Language Models
by: Zhu, Chenyu, et al.
Published: (2025)

Marco-MoE: Open Multilingual Mixture-of-Expert Language Models with Efficient Upcycling
by: Jiang, Fan, et al.
Published: (2026)

Unraveling Babel: Exploring Multilingual Activation Patterns of LLMs and Their Applications
by: Liu, Weize, et al.
Published: (2024)

Marco-o1: Towards Open Reasoning Models for Open-Ended Solutions
by: Zhao, Yu, et al.
Published: (2024)

ComfyUI-R1: Exploring Reasoning Models for Workflow Generation
by: Xu, Zhenran, et al.
Published: (2025)

Building Decision Making Models Through Language Model Regime
by: Zhang, Yu, et al.
Published: (2024)

Marco-Bench-MIF: On Multilingual Instruction-Following Capability of Large Language Models
by: Zeng, Bo, et al.
Published: (2025)

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
by: Huang, Lei, et al.
Published: (2023)

Triplets Better Than Pairs: Towards Stable and Effective Self-Play Fine-Tuning for LLMs
by: Wang, Yibo, et al.
Published: (2026)

A Geometric Taxonomy of Hallucinations in LLMs
by: Marín, Javier
Published: (2026)

VIDA: A dataset for Visually Dependent Ambiguity in Multimodal Machine Translation
by: Pan, Jingheng, et al.
Published: (2026)

ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development
by: Xu, Zhenran, et al.
Published: (2025)

CulturALL: Benchmarking Multilingual and Multicultural Competence of LLMs on Grounded Tasks
by: Lin, Peiqin, et al.
Published: (2026)

Poly-FEVER: A Multilingual Fact Verification Benchmark for Hallucination Detection in Large Language Models
by: Zhang, Hanzhi, et al.
Published: (2025)

DetectRL-X: Towards Reliable Multilingual and Real-World LLM-Generated Text Detection
by: Wu, Junchao, et al.
Published: (2026)

A Unified Agentic Framework for Evaluating Conditional Image Generation
by: Wang, Jifang, et al.
Published: (2025)

Beyond Black-Box Interventions: Latent Probing for Faithful Retrieval-Augmented Generation
by: Gao, Linfeng, et al.
Published: (2025)

"Be My Cheese?": Cultural Nuance Benchmarking for Machine Translation in Multilingual LLMs
by: Van Doren, Madison, et al.
Published: (2026)

MUCH: A Multilingual Claim Hallucination Benchmark
by: Dentan, Jérémie, et al.
Published: (2025)

Marco-Voice Technical Report
by: Tian, Fengping, et al.
Published: (2025)

Multilingual Fine-Grained News Headline Hallucination Detection
by: Shen, Jiaming, et al.
Published: (2024)

Shared Path: Unraveling Memorization in Multilingual LLMs through Language Similarities
by: Luo, Xiaoyu, et al.
Published: (2025)

Parrot: Multilingual Visual Instruction Tuning
by: Sun, Hai-Long, et al.
Published: (2024)

Unraveling SITT: Social Influence Technique Taxonomy and Detection with LLMs
by: Mieleszczenko-Kowszewicz, Wiktoria, et al.
Published: (2025)

HAD: HAllucination Detection Language Models Based on a Comprehensive Hallucination Taxonomy
by: Xu, Fan, et al.
Published: (2025)

Marco-o1 v2: Towards Widening The Distillation Bottleneck for Reasoning Models
by: Yin, Huifeng, et al.
Published: (2025)