Papers
How Jailbreak Defenses Work and Ensemble? A Mechanistic Investigation
Zhuohan Long, Siyuan Wang, Shujun Liu et al.
Can LLMs Judge Debates? Evaluating Non-Linear Reasoning via Argumentation Theory Semantics
Reza Sanayei, Srdjan Vesic, Eduardo Blanco et al.
HEAL: An Empirical Study on Hallucinations in Embodied Agents Driven by Large Language Models
Trishna Chakraborty, Udita Ghosh, Xiaopan Zhang et al.
A Category-Theoretic Approach to Neural-Symbolic Task Planning with Bidirectional Search
Shuhui Qu, Jie Wang, Kincho Law
CLIP-UP: A Simple and Efficient Mixture-of-Experts CLIP Training Recipe with Sparse Upcycling
Xinze Wang, Chen Chen, Yinfei Yang et al.
SOPL: A Sequential Optimal Learning Approach to Automated Prompt Engineering in Large Language Models
Shuyang Wang, Somayeh Moazeni, Diego Klabjan
Rule-Guided Extraction: A Hierarchical Rule Optimization Framework for Document-Level Event Argument Extraction
Yue Zuo, Yuxiao Fei, Wanting Ning et al.
False Friends Are Not Foes: Investigating Vocabulary Overlap in Multilingual Language Models
Julie Kallini, Dan Jurafsky, Christopher Potts et al.
Humanity’s Last Code Exam: Can Advanced LLMs Conquer Human’s Hardest Code Competition?
Xiangyang Li, Xiaopeng Li, Kuicai Dong et al.
Controlled Retrieval-augmented Context Evaluation for Long-form RAG
Jia-Huei Ju, Suzan Verberne, Maarten de Rijke et al.
Beyond Self-Reports: Multi-Observer Agents for Personality Assessment in Large Language Models
Yin Jou Huang, Rafik Hadfi
PEPE: Long-context Extension for Large Language Models via Periodic Extrapolation Positional Encodings
Jikun Hu, Dongsheng Guo, Yuli Liu et al.
Watermark under Fire: A Robustness Evaluation of LLM Watermarking
Jiacheng Liang, Zian Wang, Spencer Hong et al.
Beyond Function-Level Search: Repository-Aware Dual-Encoder Code Retrieval with Adversarial Verification
Aofan Liu, Song Shiyuan, Haoxuan Li et al.
Measuring Lexical Diversity of Synthetic Data Generated through Fine-Grained Persona Prompting
Gauri Kambhatla, Chantal Shaib, Venkata S Govindarajan
Large Language Models for Controllable Multi-property Multi-objective Molecule Optimization
Vishal Dey, Xiao Hu, Xia Ning
How Real Are Synthetic Therapy Conversations? Evaluating Fidelity in Prolonged Exposure Dialogues
Suhas Bn, Dominik O. Mattioli, Andrew M. Sherrill et al.
Riemannian Optimization for LoRA on the Stiefel Manifold
JuneYoung Park, Minjae Kang, Seongbae Lee et al.
Decoupled Proxy Alignment: Mitigating Language Prior Conflict for Multimodal Alignment in MLLMs
Chenkun Tan, Pengyu Wang, Shaojun Zhou et al.
CulturalFrames: Assessing Cultural Expectation Alignment in Text-to-Image Models and Evaluation Metrics
Shravan Nayak, Mehar Bhatia, Xiaofeng Zhang et al.
TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling
Jiahao Qiu, Yifu Lu, Yifan Zeng et al.
Analyzing Dialectical Biases in LLMs for Knowledge and Reasoning Benchmarks
Eileen Pan, Anna Seo Gyeong Choi, Maartje Ter Hoeve et al.
LAWCAT: Efficient Distillation from Quadratic to Linear Attention with Convolution across Tokens for Long Context Modeling
Zeyu Liu, Souvik Kundu, Lianghao Jiang et al.
Linguistically-Controlled Paraphrase Generation
Mohamed Elgaar, Hadi Amiri
SCoder: Progressive Self-Distillation for Bootstrapping Small-Scale Data Synthesizers to Empower Code LLMs
Xinyu Zhang, Changzhi Zhou, Linmei Hu et al.