Teaching LLMs to Abstain across Languages via Multilingual Feedback
Fuente:
arXiv
Saved in:
| Main Authors: | Feng, Shangbin, Shi, Weijia, Wang, Yike, Ding, Wenxuan, Ahia, Orevaoghene, Li, Shuyue Stella, Balachandran, Vidhisha, Sitaram, Sunayana, Tsvetkov, Yulia |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration
by: Feng, Shangbin, et al.
Published: (2024)
by: Feng, Shangbin, et al.
Published: (2024)
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models
by: Feng, Shangbin, et al.
Published: (2023)
by: Feng, Shangbin, et al.
Published: (2023)
Resolving Knowledge Conflicts in Large Language Models
by: Wang, Yike, et al.
Published: (2023)
by: Wang, Yike, et al.
Published: (2023)
MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical Reasoning
by: Li, Shuyue Stella, et al.
Published: (2024)
by: Li, Shuyue Stella, et al.
Published: (2024)
Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models
by: Ding, Wenxuan, et al.
Published: (2023)
by: Ding, Wenxuan, et al.
Published: (2023)
Data Swarms: Optimizable Generation of Synthetic Evaluation Data
by: Feng, Shangbin, et al.
Published: (2025)
by: Feng, Shangbin, et al.
Published: (2025)
Extracting Lexical Features from Dialects via Interpretable Dialect Classifiers
by: Xie, Roy, et al.
Published: (2024)
by: Xie, Roy, et al.
Published: (2024)
KGQuiz: Evaluating the Generalization of Encoded Knowledge in Large Language Models
by: Bai, Yuyang, et al.
Published: (2023)
by: Bai, Yuyang, et al.
Published: (2023)
FACTS&EVIDENCE: An Interactive Tool for Transparent Fine-Grained Factual Verification of Machine-Generated Text
by: Boonsanong, Varich, et al.
Published: (2025)
by: Boonsanong, Varich, et al.
Published: (2025)
MAGNET: Improving the Multilingual Fairness of Language Models with Adaptive Gradient-Based Tokenization
by: Ahia, Orevaoghene, et al.
Published: (2024)
by: Ahia, Orevaoghene, et al.
Published: (2024)
ScienceMeter: Tracking Scientific Knowledge Updates in Language Models
by: Wang, Yike, et al.
Published: (2025)
by: Wang, Yike, et al.
Published: (2025)
P^3SUM: Preserving Author's Perspective in News Summarization with Diffusion Language Models
by: Liu, Yuhan, et al.
Published: (2023)
by: Liu, Yuhan, et al.
Published: (2023)
Among Us: Measuring and Mitigating Malicious Contributions in Model Collaboration Systems
by: Yang, Ziyuan, et al.
Published: (2026)
by: Yang, Ziyuan, et al.
Published: (2026)
Varying Shades of Wrong: Aligning LLMs with Wrong Answers Only
by: Yao, Jihan, et al.
Published: (2024)
by: Yao, Jihan, et al.
Published: (2024)
SPARTA ALIGNMENT: Collectively Aligning Multiple Language Models through Combat
by: Jiang, Yuru, et al.
Published: (2025)
by: Jiang, Yuru, et al.
Published: (2025)
DIALECTBENCH: A NLP Benchmark for Dialects, Varieties, and Closely-Related Languages
by: Faisal, Fahim, et al.
Published: (2024)
by: Faisal, Fahim, et al.
Published: (2024)
BASS: Benchmarking Audio LMs for Musical Structure and Semantic Reasoning
by: Jang, Min, et al.
Published: (2026)
by: Jang, Min, et al.
Published: (2026)
M5 -- A Diverse Benchmark to Assess the Performance of Large Multimodal Models Across Multilingual and Multicultural Vision-Language Tasks
by: Schneider, Florian, et al.
Published: (2024)
by: Schneider, Florian, et al.
Published: (2024)
MentorCollab: Selective Large-to-Small Inference-Time Guidance for Efficient Reasoning
by: Wang, Haojin, et al.
Published: (2026)
by: Wang, Haojin, et al.
Published: (2026)
DEPART: DEcomposing PARiTy across Multilingual LLMs
by: Uppadhyay, Manan, et al.
Published: (2026)
by: Uppadhyay, Manan, et al.
Published: (2026)
Cognitive Foundations for Reasoning and Their Manifestation in LLMs
by: Kargupta, Priyanka, et al.
Published: (2025)
by: Kargupta, Priyanka, et al.
Published: (2025)
Small Reward Models via Backward Inference
by: Wang, Yike, et al.
Published: (2026)
by: Wang, Yike, et al.
Published: (2026)
MYTE: Morphology-Driven Byte Encoding for Better and Fairer Multilingual Language Modeling
by: Limisiewicz, Tomasz, et al.
Published: (2024)
by: Limisiewicz, Tomasz, et al.
Published: (2024)
Fine-grained Hallucination Detection and Editing for Language Models
by: Mishra, Abhika, et al.
Published: (2024)
by: Mishra, Abhika, et al.
Published: (2024)
Contamination Report for Multilingual Benchmarks
by: Ahuja, Sanchit, et al.
Published: (2024)
by: Ahuja, Sanchit, et al.
Published: (2024)
FLEXITOKENS: Flexible Tokenization for Evolving Language Models
by: Owodunni, Abraham Toluwase, et al.
Published: (2025)
by: Owodunni, Abraham Toluwase, et al.
Published: (2025)
Don't Throw Away Your Pretrained Model
by: Feng, Shangbin, et al.
Published: (2025)
by: Feng, Shangbin, et al.
Published: (2025)
IDIOLEX: Unified and Continuous Representations for Idiolectal and Stylistic Variation
by: Kantharuban, Anjali, et al.
Published: (2026)
by: Kantharuban, Anjali, et al.
Published: (2026)
MAPLE: Multilingual Evaluation of Parameter Efficient Finetuning of Large Language Models
by: Aggarwal, Divyanshu, et al.
Published: (2024)
by: Aggarwal, Divyanshu, et al.
Published: (2024)
The Single-Multi Evolution Loop for Self-Improving Model Collaboration Systems
by: Feng, Shangbin, et al.
Published: (2026)
by: Feng, Shangbin, et al.
Published: (2026)
Voices Unheard: NLP Resources and Models for Yorùbá Regional Dialects
by: Ahia, Orevaoghene, et al.
Published: (2024)
by: Ahia, Orevaoghene, et al.
Published: (2024)
Improving Self Consistency in LLMs through Probabilistic Tokenization
by: Sathe, Ashutosh, et al.
Published: (2024)
by: Sathe, Ashutosh, et al.
Published: (2024)
When One LLM Drools, Multi-LLM Collaboration Rules
by: Feng, Shangbin, et al.
Published: (2025)
by: Feng, Shangbin, et al.
Published: (2025)
Interactive Reasoning: Visualizing and Controlling Chain-of-Thought Reasoning in Large Language Models
by: Pang, Rock Yuren, et al.
Published: (2025)
by: Pang, Rock Yuren, et al.
Published: (2025)
Exploring Pretraining via Active Forgetting for Improving Cross Lingual Transfer for Decoder Language Models
by: Aggarwal, Divyanshu, et al.
Published: (2024)
by: Aggarwal, Divyanshu, et al.
Published: (2024)
Learning Syntax Without Planting Trees: Understanding Hierarchical Generalization in Transformers
by: Ahuja, Kabir, et al.
Published: (2024)
by: Ahuja, Kabir, et al.
Published: (2024)
Can Language Models Solve Graph Problems in Natural Language?
by: Wang, Heng, et al.
Published: (2023)
by: Wang, Heng, et al.
Published: (2023)
HEALTH-PARIKSHA: Assessing RAG Models for Health Chatbots in Real-World Multilingual Settings
by: Gumma, Varun, et al.
Published: (2024)
by: Gumma, Varun, et al.
Published: (2024)
Bridging the Language Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs
by: Kumar, Somnath, et al.
Published: (2023)
by: Kumar, Somnath, et al.
Published: (2023)
Reading Between the Lines: Abstaining from VLM-Generated OCR Errors via Latent Representation Probes
by: Yao, Jihan, et al.
Published: (2025)
by: Yao, Jihan, et al.
Published: (2025)
Similar Items
-
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration
by: Feng, Shangbin, et al.
Published: (2024) -
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models
by: Feng, Shangbin, et al.
Published: (2023) -
Resolving Knowledge Conflicts in Large Language Models
by: Wang, Yike, et al.
Published: (2023) -
MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical Reasoning
by: Li, Shuyue Stella, et al.
Published: (2024) -
Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models
by: Ding, Wenxuan, et al.
Published: (2023)