Papers
Journey Before Destination: On the importance of Visual Faithfulness in Slow Thinking
Rheeya Uppaal, Phu Mon Htut, Min Bai et al.
Validating Automatic Evaluation of Controllable Counterspeech Generation: Rankings Matter More Than Scores
Yi Zheng, Björn Ross, Walid Magdy
Rethinking Reading Order: Toward Generalizable Document Understanding with LLM-based Relation Modeling
Weishi Wang, Hengchang Hu, Daniel Dahlmeier
Instructional Agents: Reducing Teaching Faculty Workload through Multi-Agent Instructional Design
Huaiyuan Yao, Wanpeng Xu, Justin Turnau et al.
Reasoning’s Razor: Reasoning Improves Accuracy but Hurts Recall at Critical Operating Points in Safety and Hallucination Detection
Atoosa Chegini, Hamid Kazemi, Garrett Souza et al.
Text Classification Under Class Distribution Shift: A Survey
Adriana Valentina Costache, Silviu-Florin Gheorghe, Eduard Poesina et al.
ToxiGAN: Toxic Data Augmentation via LLM-Guided Directional Adversarial Generation
Peiran Li, Jan Fillies, Adrian Paschke
TempViz: On the Evaluation of Temporal Knowledge in Text-to-Image Models
Carolin Holtermann, Nina Krebs, Anne Lauscher
SoS: Analysis of Surface over Semantics in Multilingual Text-To-Image Generation
Carolin Holtermann, Florian Schneider, Anne Lauscher
It’s All About the Confidence: An Unsupervised Approach for Multilingual Historical Entity Linking using Large Language Models
Cristian Santini, Marieke van Erp, Mehwish Alam
Amory: Building Coherent Narrative-Driven Agent Memory through Agentic Reasoning
Yue Zhou, Xiaobo Guo, Belhassen Bayar et al.
IDEAlign: Comparing Ideas of Large Language Models to Domain Experts
HyunJi Nam, Lucía Langlois, Jim Malamut et al.
DocPolarBERT: A Pre-trained Model for Document Understanding with Relative Polar Coordinate Encoding of Layout Structures
Benno Uthayasooriyar, Antoine Ly, Franck Vermet et al.
When Can We Trust LLMs in Mental Health? Large-Scale Benchmarks for Reliable LLM Evaluation
Abeer Badawi, Elahe Rahimi, Md Tahmid Rahman Laskar et al.
KAD: A Framework for Proxy-based Test-time Alignment with Knapsack Approximation Deferral
Ayoub Hammal, Pierre Zweigenbaum, Caio Corro
Is Information Density Uniform when Utterances are Grounded on Perception and Discourse?
Matteo Gay, Coleman Haley, Mario Giulianelli et al.
FaithLM: Towards Faithful Explanations for Large Language Models
Yu-Neng Chuang, Guanchu Wang, Chia-Yuan Chang et al.
NarraBench: A Comprehensive Framework for Narrative Benchmarking
Sil Hamilton, Matthew Wilkens, Andrew Piper
FormGym: Doing Paperwork with Agents
Matthew Toles, Isaac Song, Rattandeep Singh et al.
Spotlight Your Instructions: Instruction-following with Dynamic Attention Steering
Praveen Venkateswaran, Danish Contractor
A Representation Sharpening Framework for Zero Shot Dense Retrieval
Dhananjay Ashok, Suraj Nair, Mutasem Al-Darabsah et al.
Better Generalizing to Unseen Concepts: An Evaluation Framework and An LLM-Based Auto-Labeled Pipeline for Biomedical Concept Recognition
Shanshan Liu, Noriki Nishida, Fei Cheng et al.
AfriMTEB and AfriE5: Benchmarking and Adapting Text Embedding Models for African Languages
Kosei Uemura, Miaoran Zhang, David Ifeoluwa Adelani