Papers
Dialogue is the Plan: From Interface to Joint Action in Agentic AI
Mert Inan, Malihe Alikhani, Anthony Sicilia
BioHiCL: Hierarchical Multi-Label Contrastive Learning for Biomedical Retrieval with MeSH Labels
Mengfei Lan, Lecheng Zheng, Halil Kilicoglu
LOGICAL-COMMONSENSEQA: A Benchmark for Logical Commonsense Reasoning
Obed Junias, Maria Leonor Pacheco
How Do Inpainting Artifacts Propagate to Language?
Pratham Yashwante, Davit Abrahamyan, Shresth Grover et al.
Data-efficient Targeted Token-level Preference Optimization for LLM-based Text-to-Speech
Rikuto Kotoge, Yuichi Sasaki
Revisiting Evaluation of Question Answering Systems in Low-Resource Indic Languages: Bridging Human and Metric Alignment
Anuj Kumar, Satyadev Ahlawat, Yamuna Prasad et al.
FL-MSCL: A Unified Figurative Language Detection Model Driven by Multi-Type Signals and Contrastive Learning
Lu Shijia, Fumiyo Fukumoto, Huang Xiaoxi et al.
Exploring Cross-Client Memorization of Training Data in Large Language Models for Federated Learning
Tinnakit Udsa, Can Udomcharoenchaikit, Patomporn Payoungkhamdee et al.
Frame-Semantic Knowledge Injection for Event-Level Inference in LLMs
Shahid Iqbal Rai, Danilo Croce, Roberto Basili
SED-SFT: Selectively Encouraging Diversity in Supervised Fine-Tuning
Yijie Chen, Yijin Liu, Fandong Meng
One-step Nonautoregressive Natural Language Generation with Shortcut Flow Matching Models
Jędrzej Warczyński, Ondrej Dusek, Mateusz Lango
Challenging the Explanation Based on Preceding Tokens: Discovering Transferable Non-Literal Biasing
Yuchen Huang, Junpeng Zhang, Quanshi Zhang
CaBSALLM: Efficient Context-Aware Batch Annotation of Conversational Streams with Large Language Models
Mohammadsadegh Abolhasani, Reza Mousavi, Paul Jen-Hwa Hu
Experiments or Outcomes? Probing Scientific Feasibility in Large Language Models
Seyedali Mohammadi, Manas Gaur, Francis Ferraro
Skill-Aware Data Selection and Fine-Tuning for Data-Efficient Reasoning Distillation
Lechen Zhang, Yunxiang Zhang, Wei Hu et al.
PExA: Parallel Exploration Agent for Complex Text-to-SQL
Tanmay Parekh, Ella Hofmann-Coyle, Shuyi Wang et al.
Defense Against Knowledge Poisoning Attack on GraphRAG
Havva Alizadeh Noughabi, Fattane Zarrinkalam, Ali Dehghantanha
On the Rejection Criterion for Proxy-based Test-time Alignment
Ayoub Hammal, Pierre Zweigenbaum, Caio Corro
Taming Extreme Tokens: Covariance-Aware GRPO with Gaussian-Kernel Advantage Reweighting
Cheng Wang, Qin Liu, Wenxuan Zhou et al.
The Personalization Trap: How User Memory Alters Emotional Reasoning in LLMs
Xi Fang, Weijie Xu, Yuchong Zhang et al.
Dark & Stormy: Modeling Humor in Sentences from the Bulwer-Lytton Fiction Contest
Venkata S Govindarajan, Laura Biester
Pref-CTRL: Preference Driven LLM Alignment using Representation Editing
Imranul Ashrafi, Inigo Jauregi Unanue, Massimo Piccardi
Language-Aware Token Boosting: LLM Language Confusion Reduction Without Tuning
Trapoom Ukarapol, Pakhapoom Sarapat, Nut Chukamphaeng
GOLEMcoref: A Multilingual Coreference Dataset of Fiction
Andreas Van Cranenburgh, Xiaoyan Yang, Alvanita et al.