Papers
ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders
Ofer Meshi, Krisztian Balog, Sally Goldman et al.
DuwatBench: Bridging Language and Visual Heritage through an Arabic Calligraphy Benchmark for Multimodal Understanding
Shubham Patle, Sara Ghaboura, Hania Tariq et al.
MEVER: Multi-Modal and Explainable Claim Verification with Graph-based Evidence Retrieval
Delvin Ce Zhang, Suhan Cui, Zhelin Chu et al.
FFE-Hallu: Hallucinations in Fixed Figurative Expressions: A Benchmark of Idioms and Proverbs in the Persian Language
Faezeh Hosseini, Mohammadali Yousefzadeh, Yadollah Yaghoobzadeh
Investigating Language and Retrieval Bias in Multilingual Previously Fact-Checked Claim Detection
Ivan Vykopal, Antonia Karamolegkou, Jaroslav Kopčan et al.
From Delegates to Trustees: How Optimizing for Long-Term Interests Shapes Bias and Alignment in LLMs
Suyash Fulay, Jocelyn Zhu, Michiel A. Bakker
NLP for Social Good: A Survey and Outlook of Challenges, Opportunities and Responsible Deployment
Antonia Karamolegkou, Angana Borah, Eunjung Cho et al.
INSURE-Dial: A Phase-Aware Conversational Dataset Benchmark for Compliance Verification and Phase Detection
Shubham Kulkarni, Alexander Lyzhov, Preetam Joshi et al.
Decomposition-Enhanced Training for Post-Hoc Attributions in Language Models
Sriram Balasubramanian, Samyadeep Basu, Koustava Goswami et al.
Entropy-Gated Branching for Efficient Test-Time Reasoning
Xianzhi Li, Ethan Callanan, Abdellah Ghassel et al.
Persuasion at Play: Understanding Misinformation Dynamics in Demographic-Aware Human-LLM Interactions
Angana Borah, Rada Mihalcea, Veronica Perez-Rosas
Evaluating the Effect of Retrieval Augmentation on Social Biases
Tianhui Zhang, Yi Zhou, Danushka Bollegala
Evaluation and LLM-Guided Learning of ICD Coding Rationales
Mingyang Li, Viktor Schlegel, Tingting Mu et al.
CASE – Condition-Aware Sentence Embeddings for Conditional Semantic Textual Similarity Measurement
Gaifan Zhang, Yi Zhou, Danushka Bollegala
Boundary-Aware LLM Augmentation for Low-Resource Event Argument Extraction
Zhaoyue Sun, Gabriele Pergola, Yulan He
DITTO: A Spoofing Attack Framework on Watermarked LLMs via Knowledge Distillation
Hyeseon An, Shinwoo Park, Suyeon Woo et al.
SEMIROUTER: Sparse-Data Enhanced Routing for Adaptive Multi-LLM System
Zijie Wang, Xinyu Yan, Che Wang et al.
Bringing Emerging Architectures to Sequence Labeling in NLP
Ana Ezquerro, Carlos Gómez-Rodríguez, David Vilares
Recursive numeral systems are highly regular and easy to process
Ponrawee Prasertsom, Andrea Silvi, Jennifer Culbertson et al.
Can you map it to English? The Role of Cross-Lingual Alignment in the Multilingual Performance of LLMs
Kartik Ravisankar, HyoJung Han, Sarah Wiegreffe et al.
LaCoMSA: Language-Consistency Multilingual Self-Alignment with Latent Representation Rewarding
Khanh-Tung Tran, Barry O'Sullivan, Hoang D. Nguyen
Calibrating Beyond English: Language Diversity for Better Quantized Multilingual LLMs
Everlyn Asiko Chimoto, Mostafa Elhoushi, Bruce Bassett
Knowing the Facts but Choosing the Shortcut: Understanding How Large Language Models Compare Entities
Hans Hergen Lehmann, Jae Hee Lee, Steven Schockaert et al.
Cross-lingual and Word-Independent Methods for Quantifying Degree of Grammaticalization
Ryo Nagata, Daichi Mochihashi, Misato Ido et al.
Unlocking Latent Discourse Translation in LLMs Through Quality-Aware Decoding
Wafaa Mohammed, Vlad Niculae, Chrysoula Zerva