Papers
Boosting Self-Consistency with Ranking
Maria Marina, Daniil Moskovskiy, Sergey Pletenev et al.
Beyond Discrete Search: Divergent Thinking as Intention Optimization in Latent Space
Mateusz Bystroński, Grzegorz Piotrowski, Tomasz Jan Kajdanowicz
Fine-Grained Semantic Comparison of Legal Documents using LLMs
Elisei Rykov, Nikolay Ivanov, Maria Bandulevich et al.
How Hard is Math? Using Quantitative Metrics to Measure LLM Alignment to Human Intuitions of Difficulty
Micah Helzerman, Steven R Wilson, Cam McLeman
Mechanistic Analysis Of Universality: Numerical Comparison Circuits Across Transformer Architectures
Arya Bhardia, Julian Ramirez, Siddhanta Verma et al.
Tonal Salience in Cognitive Decline: In-Context MCI Detection with Multimodal LLMs
Christopher Song, Abdullah P. Rashed Ahmed
Dynamic Meta-Metrics: Source-Sentence Conditioned Weighting for MT Evaluation
Luke Zhang, Justin Vasselli, Aditya Khan et al.
Task Assignment meets Annotator Modeling: Human-LLM Collaborative Annotation with Constraints
Kei Moriyama, Kouta Nakayama, Yukino Baba
LLMs for Now, Fine-Tuning for Later: An Ensemble Approach to Data Drift in Domain-Specific Tasks
Yuxuan Lu, Bingsheng Yao, Shao Zhang et al.
One Panel Does Not Fit All: Case-Adaptive Multi-Agent Deliberation for Clinical Prediction
Yuxing Lu, Yushuhong Lin, Jason Zhang
Thesis Proposal: Toward a Human-Centered and Perspective-Aware Framework for Reproducible ML Evaluation and AI Alignment
Deepak Pandita, Christopher M. Homan
When Models Hesitate: Answer Instability as a Label-Free Uncertainty Signal for LLMs
Jasper Meynard Arana, Kristine Ann M. Carandang, Ethan Robert Casin et al.
Supervision versus Demonstration-Based In-Context Learning for Multiword Expression Classification
Sercan Karakaş, Yusuf Şimşek
Conformal LLM Routing with Distribution-Free Safety Guarantees
Iqtedar Uddin, André Bauer
RegTrack: A Fine-Grained Benchmark for Multi-Class Legal Change Detection
Joe Yu, Kevin Chenhao Li, Julian Ostarek
Thesis Proposal: Self-Adaptive and Epistemic Uncertainty-Guided ASR of Dense Intra-Sentential Code-Switched Speech for African Low-Resource Languages
Umar Baba Umar, Sulaimon Adebayo Bashir, Abdulmalik Danlami Mohammed et al.
Fusion Training for Mathematical Generalization in Large Language Models
Congfeng Cao, Pengyu Zhang, Jelke Bloem