Papers
MALicious INTent Dataset and Inoculating LLMs for Enhanced Disinformation Detection
Arkadiusz Modzelewski, Witold Sosnowski, Eleni Papadopulos et al.
Polyglots or Multitudes? Multilingual LLM Answers to Value-laden Multiple-Choice Questions
Léo Labat, Etienne Ollion, François Yvon
Martingale Foresight Sampling: A Principled Approach to Inference-Time LLM Decoding
Huayu Li, ZhengXiao He, Siyuan Tian et al.
Is This LLM Library Learning? Evaluation Must Account For Compute and Behaviour
Ian Berlot-Attwell, Tobias Sesterhenn, Frank Rudzicz et al.
Automating Android Build Repair: Bridging the Reasoning-Execution Gap in LLM Agents with Domain-Specific Tools
Ha Min Son, Huan Ren, Xin Liu et al.
Word Surprisal Correlates with Sentential Contradiction in LLMs
Ning Shi, Bradley Hauer, David Basil et al.
Where Do LLMs Compose Meaning? A Layerwise Analysis of Compositional Robustness
Nura Aljaafari, Danilo Carvalho, Andre Freitas
Unlocking Latent Discourse Translation in LLMs Through Quality-Aware Decoding
Wafaa Mohammed, Vlad Niculae, Chrysoula Zerva
Calibrating Beyond English: Language Diversity for Better Quantized Multilingual LLMs
Everlyn Asiko Chimoto, Mostafa Elhoushi, Bruce Bassett
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.
SEMIROUTER: Sparse-Data Enhanced Routing for Adaptive Multi-LLM System
Zijie Wang, Xinyu Yan, Che Wang et al.
DITTO: A Spoofing Attack Framework on Watermarked LLMs via Knowledge Distillation
Hyeseon An, Shinwoo Park, Suyeon Woo et al.
Boundary-Aware LLM Augmentation for Low-Resource Event Argument Extraction
Zhaoyue Sun, Gabriele Pergola, Yulan He
Persuasion at Play: Understanding Misinformation Dynamics in Demographic-Aware Human-LLM Interactions
Angana Borah, Rada Mihalcea, Veronica Perez-Rosas
From Delegates to Trustees: How Optimizing for Long-Term Interests Shapes Bias and Alignment in LLMs
Suyash Fulay, Jocelyn Zhu, Michiel A. Bakker
Biasless Language Models Learn Unnaturally: How LLMs Fail to Distinguish the Possible from the Impossible
Imry Ziv, Nur Lan, Emmanuel Chemla
Detecting Non-Membership in LLM Training Data via Rank Correlations
Pranav Shetty, Mirazul Haque, Zhiqiang Ma et al.
ToolDreamer: Instilling LLM Reasoning Into Tool Retrievers
Saptarshi Sengupta, Zhengyu Zhou, Jun Araki et al.
Lost in Formatting: How Output Formats Skew LLM Performance on Information Extraction
Rishi Ravikumar, Nuhu Ibrahim, Riza Batista-Navarro
RoSE: Round-robin Synthetic Data Evaluation for Selecting LLM Generators without Human Test Sets
Jan Cegin, Branislav Pecher, Ivan Srba et al.
Multilingual Amnesia: On the Transferability of Unlearning in Multilingual LLMs
Alireza Dehghanpour Farashah, Aditi Khandelwal, Marylou Fauchard et al.
Beyond Math: Stories as a Testbed for Memorization-Constrained Reasoning in LLMs
Yuxuan Jiang, Francis Ferraro
Neural Breadcrumbs: Membership Inference Attacks on LLMs Through Hidden State and Attention Pattern Analysis
Disha Makhija, Manoj Ghuhan Arivazhagan, Vinayshekhar Bannihatti Kumar et al.
Tracking the Limits of Knowledge Propagation: How LLMs Fail at Multi-Step Reasoning with Conflicting Knowledge
Yiyang Feng, Zeming Chen, Haotian Wu et al.