Papers
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing
Juntai Cao, Xiang Zhang, Raymond Li et al.
HalluTree: Explainable Multi-Hop Hallucination Detection for Abstractive Summarization
Daniel Orshansky, Oskar Oomen, Naaisha Agarwal et al.
From Keyterms to Context: Exploring Topic Description Generation in Scientific Corpora
Pierre Achkar, Satiyabooshan Murugaboopathy, Anne Kreuter et al.
DACP: Domain-Adaptive Continual Pre-Training of Large Language Models for Phone Conversation Summarization
Xue-Yong Fu, Elena Khasanova, Md Tahmid Rahman Laskar et al.
REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting
Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang
Improving Aspect-Based Summarization via Contrastive Learning with Anchored Negative Examples
Elizabeth Palmieri, Yangfeng Ji
Beyond Paraphrasing: Analyzing Summarization Abstractiveness and Reasoning
Nathan Zeweniuk, Ori Ernst, Jackie CK Cheung
CS-Sum: A Benchmark for Code-Switching Dialogue Summarization and the Limits of Large Language Models
Sathya Krishnan Suresh, Tanmay Surana, Lim Zhi Hao et al.
Hierarchical Attention Adapter for Abstractive Dialogue Summarization
Raymond Li, Chuyuan Li, Gabriel Murray et al.
LLM-as-a-Judge Failures at Automating the Identification of Poor Quality Outputs in Free-Form Texts
Zongxia Li, Xiyang Wu, Ishani Mondal et al.
Training of LLM-Based List-Wise Multilingual Reranker
Hao Yu, David Ifeoluwa Adelani
A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities
Haotian Ye, Axel Wisiorek, Antonis Maronikolakis et al.
Scaling, Simplification, and Adaptation: Lessons from Pretraining on Machine-Translated Text
Dan John Velasco, Matthew Theodore Roque
Mind the (Language) Gap: Towards Probing Numerical and Cross-Lingual Limits of LVLMs
Somraj Gautam, Abhirama Subramanyam Penamakuri, Abhishek Bhandari et al.
RoBiologyDataChoiceQA: A Romanian Dataset for improving Biology understanding of Large Language Models
Dragos-Dumitru Ghinea, Adela-Nicoleta Corbeanu, Marius-Adrian Dumitran
jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval
Michael Günther, Saba Sturua, Mohammad Kalim Akram et al.
Sub-1B Language Models for Low-Resource Languages: Training Strategies and Insights for Basque
Gorka Urbizu, Ander Corral, Xabier Saralegi et al.
What if I ask in alia lingua? Measuring Functional Similarity Across Languages
Debangan Mishra, Arihant Rastogi, Agyeya Singh Negi et al.
Relevant for the Right Reasons? Investigating Lexical Biases in Zero-Shot and Instruction-Tuned Rerankers
Yuchen Mao, Barbara Plank, Robert Litschko
Language Surgery in Multilingual Large Language Models
Joanito Agili Lopo, Muhammad Ravi Shulthan Habibi, Tack Hwa Wong et al.
Entropy2Vec: Crosslingual Language Modeling Entropy as End-to-End Learnable Language Representations
Patrick Amadeus Irawan, Ryandito Diandaru, Belati Jagad Bintang Syuhada et al.
Type and Complexity Signals in Multilingual Question Representations
Robin Kokot, Wessel Poelman