Cover Image

Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sutawika, Lintang, Swamy, Gokul, Wu, Zhiwei Steven, Neubig, Graham
Format:	Preprint
Published:	2026
Subjects:	Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Grounding Multilingual Multimodal LLMs With Cultural Knowledge
by: Nyandwi, Jean de Dieu, et al.
Published: (2025)

Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages
by: Yue, Xiang, et al.
Published: (2024)

Demystifying Long Chain-of-Thought Reasoning in LLMs
by: Yeo, Edward, et al.
Published: (2025)

Do LLMs Understand Your Translations? Evaluating Paragraph-level MT with Question Answering
by: Fernandes, Patrick, et al.
Published: (2025)

Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes
by: Kolawole, Steven, et al.
Published: (2024)

The Importance of Online Data: Understanding Preference Fine-tuning via Coverage
by: Song, Yuda, et al.
Published: (2024)

Multi-Agent Imitation Learning: Value is Easy, Regret is Hard
by: Tang, Jingwu, et al.
Published: (2024)

What Is Missing in Multilingual Visual Reasoning and How to Fix It
by: Song, Yueqi, et al.
Published: (2024)

Automatic Machine Translation Detection Using a Surrogate Multilingual Translation Model
by: García-Romero, Cristian, et al.
Published: (2025)

Beyond Shared Vocabulary: Increasing Representational Word Similarities across Languages for Multilingual Machine Translation
by: Wu, Di, et al.
Published: (2023)

POPE: Learning to Reason on Hard Problems via Privileged On-Policy Exploration
by: Qu, Yuxiao, et al.
Published: (2026)

Repetition Improves Language Model Embeddings
by: Springer, Jacob Mitchell, et al.
Published: (2024)

Multimodal Tabular Reasoning with Privileged Structured Information
by: Jiang, Jun-Peng, et al.
Published: (2025)

Inverse Reinforcement Learning without Reinforcement Learning
by: Swamy, Gokul, et al.
Published: (2023)

Translation-Enhanced Multilingual Text-to-Image Generation
by: Li, Yaoyiran, et al.
Published: (2023)

How Multilingual Are Large Language Models Fine-Tuned for Translation?
by: Richburg, Aquia, et al.
Published: (2024)

JudgeRLVR: Judge First, Generate Second for Efficient Reasoning
by: Duo, Jiangshan, et al.
Published: (2026)

Do Activation Verbalization Methods Convey Privileged Information?
by: Li, Millicent, et al.
Published: (2025)

GATES: Self-Distillation under Privileged Context with Consensus Gating
by: Stein, Alex, et al.
Published: (2026)

Synthetic Multimodal Question Generation
by: Wu, Ian, et al.
Published: (2024)

A Minimaximalist Approach to Reinforcement Learning from Human Feedback
by: Swamy, Gokul, et al.
Published: (2024)

Multi-group Uncertainty Quantification for Long-form Text Generation
by: Liu, Terrance, et al.
Published: (2024)

Attention Sinks in Massively Multilingual Neural Machine Translation:Discovery, Analysis, and Mitigation
by: Mutisya, Hillary, et al.
Published: (2026)

Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF
by: Gao, Zhaolin, et al.
Published: (2024)

Beyond LLM-as-a-Judge: Deterministic Metrics for Multilingual Generative Text Evaluation
by: Alam, Firoj, et al.
Published: (2026)

The Virtues of Pessimism in Inverse Reinforcement Learning
by: Wu, David, et al.
Published: (2024)

Scaling Laws for Conditional Emergence of Multilingual Image Captioning via Generalization from Translation
by: Spravil, Julian, et al.
Published: (2025)

How Far Can 100 Samples Go? Unlocking Overall Zero-Shot Multilingual Translation via Tiny Multi-Parallel Data
by: Wu, Di, et al.
Published: (2024)

Breaking the Language Barrier: Can Direct Inference Outperform Pre-Translation in Multilingual LLM Applications?
by: Intrator, Yotam, et al.
Published: (2024)

Highly Fast Text Segmentation With Pairwise Markov Chains
by: Azeraf, Elie, et al.
Published: (2021)

Mitigating Catastrophic Forgetting in Mathematical Reasoning Finetuning through Mixed Training
by: Reynolds, John Graham
Published: (2025)

Do Multilingual VLMs Reason Equally? A Cross-Lingual Visual Reasoning Audit for Indian Languages
by: R, Swastik
Published: (2026)

From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models
by: Welleck, Sean, et al.
Published: (2024)

Not-Just-Scaling Laws: Towards a Better Understanding of the Downstream Impact of Language Model Design Decisions
by: Liu, Emmy, et al.
Published: (2025)

Emoji Attack: Enhancing Jailbreak Attacks Against Judge LLM Detection
by: Wei, Zhipeng, et al.
Published: (2024)

M-Prometheus: A Suite of Open Multilingual LLM Judges
by: Pombal, José, et al.
Published: (2025)

All Roads Lead to Likelihood: The Value of Reinforcement Learning in Fine-Tuning
by: Swamy, Gokul, et al.
Published: (2025)

AutoJudge: Judge Decoding Without Manual Annotation
by: Garipov, Roman, et al.
Published: (2025)

Incentivizing Agentic Reasoning in LLM Judges via Tool-Integrated Reinforcement Learning
by: Xu, Ran, et al.
Published: (2025)

Judging Quality Across Languages: A Multilingual Approach to Pretraining Data Filtering with Language Models
by: Ali, Mehdi, et al.
Published: (2025)