Papers
PoSum-Bench: Benchmarking Position Bias in LLM-based Conversational Summarization
Xu Sun, Lionel Delphin-Poulat, Christèle Tarnec et al.
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements
Petros Raptopoulos, Giorgos Filandrianos, Maria Lymperaiou et al.
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning
Zhepei Wei, Wenlin Yao, Yao Liu et al.
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models
Roman Vashurin, Maiya Goloburda, Preslav Nakov et al.
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
Ernesto Luis Estevanell Valladares, Suilan Estevez-Velarde, Yoan Gutierrez et al.
DiscoSG: Towards Discourse-Level Text Scene Graph Parsing through Iterative Graph Refinement
Shaoqing Lin, Chong Teng, Fei Li et al.
Self-Adjust Softmax
Chuanyang Zheng, Yihang Gao, Guoxuan Chen et al.
Can LLMs Explain Themselves Counterfactually?
Zahra Dehghanighobadi, Asja Fischer, Muhammad Bilal Zafar
Investigating Value-Reasoning Reliability in Small Large Language Models
Xia Du, Shuhan Sun, Pengyuan Liu et al.
EcoTune: Token-Efficient Multi-Fidelity Hyperparameter Optimization for Large Language Model Inference
Yuebin Xu, Zhiyi Chen, Zeyi Wen
PricingLogic: Evaluating LLMs Reasoning on Complex Tourism Pricing Tasks
Yunuo Liu, Dawei Zhu, Zena Al-Khalili et al.
Structuring Radiology Reports: Challenging LLMs with Lightweight Models
Johannes Moll, Louisa Fay, Asfandyar Azhar et al.
Noise, Adaptation, and Strategy: Assessing LLM Fidelity in Decision-Making
Yuanjun Feng, Vivek Choudhary, Yash Raj Shrestha
Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching
Songze Li, Zhiqiang Liu, Zhengke Gui et al.
An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint
Yi Sun, Han Wang, Jiaqiang Li et al.
UnCo: Uncertainty-Driven Collaborative Framework of Large and Small Models for Grounded Multimodal NER
Jielong Tang, Yang Yang, Jianxing Yu et al.
DA-Pred: Performance Prediction for Text Summarization under Domain-Shift and Instruct-Tuning
Anum Afzal, Florian Matthes, Alexander Fabbri
AesBiasBench: Evaluating Bias and Alignment in Multimodal Language Models for Personalized Image Aesthetic Assessment
Kun Li, Lai Man Po, Hongzheng Yang et al.
EMO: Embedding Model Distillation via Intra-Model Relation and Optimal Transport Alignments
Minh-Phuc Truong, Hai An Vu, Tu Vu et al.
SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models
Yuxin Gou, Xiaoning Dong, Qin Li et al.
SQLWOZ: A Realistic Task-Oriented Dialogue Dataset with SQL-Based Dialogue State Representation for Complex User Requirements
Heng-Da Xu, Xian-Ling Mao, Fanshu Sun et al.
Probabilistic Soundness Guarantees in LLM Reasoning Chains
Weiqiu You, Anton Xue, Shreya Havaldar et al.
Avoidance Decoding for Diverse Multi-Branch Story Generation
Kyeongman Park, Nakyeong Yang, Kyomin Jung
RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning
Aziguli Wulamu, Kaiyuan Gong, Lyu Zhengyu et al.