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Jo.E(Joint Evaluation) : A Multi-Agent Collaborative Framework for Comprehensive AI Safety Evaluation of Language Models
Himanshu Joshi
- Published: 14 Dec 2025, Last Modified: 10 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
CESLR: A Multi-Signer Benchmark and SpatioTemporal End-to-End Framework for Continuous Ethiopian Sign Language Recognition
Anteneh Yehalem Tegegne, Yohannes Ayana Ejigu, Surafel Amsalu
- Published: 14 Dec 2025, Last Modified: 14 Dec 2025
- LM4UC@AAAI2026
- Readers: Everyone
Not All Data Augmentation Works: A Typology-Aware Study for Low-Resource Neural Machine Translation in Vietnamese Ethnic Minority Languages
Long Nguyen, Dat T. Truong, Nhan D. Tran, Quynh Vo, Quy Tran Nguyen, Tho Quan
- Published: 14 Dec 2025, Last Modified: 03 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
OCER and OCWER: Integrating Visual Similarity and Segmentation in OCR Evaluation
Samy Ouzerrout
- Published: 14 Dec 2025, Last Modified: 11 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
From Bias to Balance: How Multilingual Dataset Composition Affects Tokenizer Performance Across Languages
Aishwarya Selvamurugan, Raj Dandekar, Rajat Dandekar, Sreedath Panat
- Published: 14 Dec 2025, Last Modified: 10 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
MULTILINGUAL EVALUATION OF HUMAN VS. AI TEXT CLASSIFICATION WITH ZERO-SHOT ANALYSIS OF CONTEMPORARY LLM ARCHITECTURES.
Pranamya Nilesh Deshpande, Raj Dandekar, Rajat Dandekar, Sreedath Panat
- Published: 14 Dec 2025, Last Modified: 11 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
Not Funny Anymore: LLM Judges Confuse Literal Similarity for Humor in Translated Jokes
Fabricio Rivera, Rohit Pochugari, Tessa Chan, Devansh Katakwar, Kevin Zhu, Michael Saxon
- Published: 14 Dec 2025, Last Modified: 09 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
A Unified End-to-End Approach for Amharic Speech Recognition Using Clean, Noisy, and Synthetic Data
Yohannes Ayana Ejigu, Tesfa Tegegne Asfaw, Anteneh Yehalem Tegegne, Surafel Amsalu
- Published: 14 Dec 2025, Last Modified: 14 Dec 2025
- LM4UC@AAAI2026 WithConditions
- Readers: Everyone
CAMA: A Culturally Adaptive Multi-Agent Framework for Postpartum Depression Support in Multilingual and Low-Resource Settings
Zhiqi Zhang, Ziyi LIU, rite Bo
- Published: 14 Dec 2025, Last Modified: 11 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
Why It Failed: A Benchmark to Evaluate Interpretability
Joel Mathew, Aditya Lagu, Anthony Tang, Prudhviraj Naidu
- Published: 14 Dec 2025, Last Modified: 11 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
Beyond Monolithic Culture: Evaluating Understandability of Online Text Across Cultural Dimensions
Saurabh Kumar Pandey, Harshit Gupta, Sougata Saha, Monojit Choudhury
- Published: 14 Dec 2025, Last Modified: 11 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
RuSignBot: Russian Sign Language Synthesis via Customized MimicMotion
Daria Bondarenko, Emilia Bojarskaja, Maxim Novopoltsev, Aleksandr Tulenkov, Ruslan Murtazin, Iuliia Zemtsova, Ilya Makarov, Andrey Savchenko
- Published: 14 Dec 2025, Last Modified: 30 Dec 2025
- LM4UC@AAAI2026
- Readers: Everyone
ENLIVEN-1000: A Comprehensive Revitalization Framework for 1000+ Endangered Languages via Broad-Coverage LID and LLM-Augmented MT
Philip Meng
- Published: 14 Dec 2025, Last Modified: 14 Dec 2025
- LM4UC@AAAI2026
- Readers: Everyone
Reflective Translation: Enhancing Low-Resource Machine Translation through Self-Reflection
Lailah Denny, Nicholas Cheng, Agrim Sharma, Erin Tan
- Published: 14 Dec 2025, Last Modified: 11 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
One Model, Many Worlds: Cross-Lingual Fine-Tuning Can Improve Low-Resource Capabilities of Language Model
Tyler Slomianyj, Rudraansh Korlakunta, Victor He, Daniel Gao, Sunishchal Dev, Kevin Zhu, Aryan Shrivastava
- Published: 14 Dec 2025, Last Modified: 11 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
Sentence-Aware Bahnaric-Vietnamese Lexical Mapping with Contrastive Contextual Representations
Thi Ty Nguyen, Phat T. Tran-Truong, Long Nguyen, Tan Sang Nguyen, Tho Quan
- Published: 14 Dec 2025, Last Modified: 24 Dec 2025
- LM4UC@AAAI2026
- Readers: Everyone
Harnessing Linguistic Dissimilarity for Language Generalization on Unseen Low-Resource Varieties
Jinju Kim, Haeji Jung, Youjeong Roh, Jong Hwan Ko, David R. Mortensen
- Published: 14 Dec 2025, Last Modified: 15 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
Beyond Static Leaderboards: A Roadmap to Naturalistic, Functional Evaluation of LLMs
Victor Ojewale, Suresh Venkatasubramanian
- Published: 14 Dec 2025, Last Modified: 10 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
UbuntuGuard: A Policy-Based Safety Benchmark for Low-Resource African Languages
Tassallah Abdullahi, Macton Mgonzo, Abraham Toluwase Owodunni, Ritambhara Singh, Carsten Eickhoff
- Published: 14 Dec 2025, Last Modified: 11 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
Scribes, Scripts, and Scarcity: Re-thinking Benchmarking for Arabic-Script Handwritten Text Recognition in Historical Manuscript Traditions
Yuanhao Zou
- Published: 14 Dec 2025, Last Modified: 14 Dec 2025
- LM4UC@AAAI2026
- Readers: Everyone
CultureManip: A Novel Benchmark for Mental Manipulation Detection Across Multilingual Settings
JingFeng Liang, Joshua Casuga, Austin Chen, Lang Xiong, Kevin Zhu
- Published: 14 Dec 2025, Last Modified: 14 Dec 2025
- LM4UC@AAAI2026
- Readers: Everyone
The Resonance Corpus: Chinese Caregiver-Child Dialogue for Community-Aligned Language Models
Lingqin Meng, Yang Gao, Zhongzhi Huo, Stella Christie
- Published: 14 Dec 2025, Last Modified: 14 Dec 2025
- LM4UC@AAAI2026
- Readers: Everyone
Advancing NLP Equity: A Secondary Benchmark Evaluation of Multilingual Language Models for Underrepresented Languages
Md Muntaqim Meherab, SALMAN, Md. Maruf Billah, Kazi Shakkhar Rahman, Liza Sharmin, Tanvirul Islam, Z N M Zarif Mahmud, Nuruzzaman Faruqui, Sheak Rashed Haider Noori, Touhid Bhuiyan
- Published: 14 Dec 2025, Last Modified: 09 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
When Gujarati Meets English: Toward Robust Translation of Code-Mixed Low Resourced Indian Language
Mukund Agarwalla, Himanshu Kumar, Nishat Afshan Ansari
- Published: 14 Dec 2025, Last Modified: 08 Jan 2026
- LM4UC@AAAI2026
- Readers: Everyone
Open, Reproducible Morphology Probes for Plains Cree
Duncan Stothers
- Published: 14 Dec 2025, Last Modified: 14 Dec 2025
- LM4UC@AAAI2026
- Readers: Everyone

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