Papers
Diverse, not Short: A Length-Controlled Data Selection Strategy for Improving Response Diversity of Language Models
Vijeta Deshpande, Debasmita Ghose, John D Patterson et al.
Do Large Language Models Understand Word Senses?
Domenico Meconi, Simone Stirpe, Federico Martelli et al.
MicroEdit: Neuron-level Knowledge Disentanglement and Localization in Lifelong Model Editing
Shiqi Wang, Qi Wang, Runliang Niu et al.
EquiBench: Benchmarking Large Language Models’ Reasoning about Program Semantics via Equivalence Checking
Anjiang Wei, Jiannan Cao, Ran Li et al.
Data Descriptions from Large Language Models with Influence Estimation
Chaeri Kim, Jaeyeon Bae, Taehwan Kim
SATBench: Benchmarking LLMs’ Logical Reasoning via Automated Puzzle Generation from SAT Formulas
Anjiang Wei, Yuheng Wu, Yingjia Wan et al.
NormGenesis: Multicultural Dialogue Generation via Exemplar-Guided Social Norm Modeling and Violation Recovery
Minki Hong, Jangho Choi, Jihie Kim
seqBench: A Tunable Benchmark to Quantify Sequential Reasoning Limits of LLMs
Mohammad Ramezanali, Mo Vazifeh, Paolo Santi
Image Difference Captioning via Adversarial Preference Optimization
Zihan Huang, Junda Wu, Rohan Surana et al.
Mechanisms vs. Outcomes: Probing for Syntax Fails to Explain Performance on Targeted Syntactic Evaluations
Ananth Agarwal, Jasper Jian, Christopher D Manning et al.
PRIME: Large Language Model Personalization with Cognitive Dual-Memory and Personalized Thought Process
Xinliang Frederick Zhang, Nicholas Beauchamp, Lu Wang
Case-Based Decision-Theoretic Decoding with Quality Memories
Hiroyuki Deguchi, Masaaki Nagata
Mondrian: A Framework for Logical Abstract (Re)Structuring
Elizabeth Grace Orwig, Shinwoo Park, Hyundong Jin et al.
OpenNER 1.0: Standardized Open-Access Named Entity Recognition Datasets in 50+ Languages
Chester Palen-Michel, Maxwell Pickering, Maya Kruse et al.
SYNC: A Synthetic Long-Context Understanding Benchmark for Controlled Comparisons of Model Capabilities
Shuyang Cao, Kaijian Zou, Lu Wang
DIWALI - Diversity and Inclusivity aWare cuLture specific Items for India: Dataset and Assessment of LLMs for Cultural Text Adaptation in Indian Context
Pramit Sahoo, Maharaj Brahma, Maunendra Sankar Desarkar
Word Salad Chopper: Reasoning Models Waste A Ton Of Decoding Budget On Useless Repetitions, Self-Knowingly
Wenya Xie, Shaochen Zhong, Hoang Anh Duy Le et al.
Can Large Language Models Unlock Novel Scientific Research Ideas?
Sandeep Kumar, Tirthankar Ghosal, Vinayak Goyal et al.
Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models
Md. Atabuzzaman, Ali Asgarov, Chris Thomas
NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls
Kinjal Basu, Ibrahim Abdelaziz, Kiran Kate et al.
Idiosyncratic Versus Normative Modeling of Atypical Speech Recognition: Dysarthric Case Studies
Vishnu Raja, Adithya V Ganesan, Anand Syamkumar et al.
Castle: Causal Cascade Updates in Relational Databases with Large Language Models
Yongye Su, Yucheng Zhang, Zeru Shi et al.
A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making
Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng et al.
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward
Shudong Liu, Hongwei Liu, Junnan Liu et al.
ReflAct: World-Grounded Decision Making in LLM Agents via Goal-State Reflection
Jeonghye Kim, Sojeong Rhee, Minbeom Kim et al.