Papers
Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning
Kwesi Adu Cobbina, Tianyi Zhou
It’s All About In-Context Learning! Teaching Extremely Low-Resource Languages to LLMs
Yue Li, Zhixue Zhao, Carolina Scarton
How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis
Yushi Yang, Filip Sondej, Harry Mayne et al.
StepER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models
Kyumin Lee, Minjin Jeon, Sanghwan Jang et al.
Do LLMs Encode Frame Semantics? Evidence from Frame Identification
Jayanth Krishna Chundru, Rudrashis Poddar, Jie Cao et al.
FISTAPruner: Layer-wise Post-training Pruning for Large Language Models
Pengxiang Zhao, Hanyu Hu, Ping Li et al.
Sequential-NIAH: A Needle-In-A-Haystack Benchmark for Extracting Sequential Needles from Long Contexts
Yifei Yu, Qian-Wen Zhang, Lingfeng Qiao et al.
A Causal Lens for Evaluating Faithfulness Metrics
Kerem Zaman, Shashank Srivastava
The Validation Gap: A Mechanistic Analysis of How Language Models Compute Arithmetic but Fail to Validate It
Leonardo Bertolazzi, Philipp Mondorf, Barbara Plank et al.
Graph-Guided Textual Explanation Generation Framework
Shuzhou Yuan, Jingyi Sun, Ran Zhang et al.
Reasoning-to-Defend: Safety-Aware Reasoning Can Defend Large Language Models from Jailbreaking
Junda Zhu, Lingyong Yan, Shuaiqiang Wang et al.
PACHAT: Persona-Aware Speech Assistant for Multi-party Dialogue
Dongjie Fu, Xize Cheng, Linjun Li et al.
Logit Space Constrained Fine-Tuning for Mitigating Hallucinations in LLM-Based Recommender Systems
Jianfeng Deng, Qingfeng Chen, Debo Cheng et al.
SCRIBE: Structured Chain Reasoning for Interactive Behaviour Explanations using Tool Calling
Fares Fawzi, Vinitra Swamy, Dominik Glandorf et al.
TinySQL: A Progressive Text-to-SQL Dataset for Mechanistic Interpretability Research
Abir Harrasse, Philip Quirke, Clement Neo et al.
Iterative Multilingual Spectral Attribute Erasure
Shun Shao, Yftah Ziser, Zheng Zhao et al.
Can LLM Agents Maintain a Persona in Discourse?
Pranav Bhandari, Nicolas Fay, Michael J Wise et al.
Beyond A Single AI Cluster: A Survey of Decentralized LLM Training
Haotian Dong, Jingyan Jiang, Rongwei Lu et al.
SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks
Ritam Dutt, Carolyn Rose, Maarten Sap
Instructing Large Language Models for Low-Resource Languages: A Systematic Study for Basque
Oscar Sainz, Naiara Perez, Julen Etxaniz et al.
Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach
Alessa Carbo, Eric Nalisnick
LiTransProQA: An LLM-based Literary Translation Evaluation Metric with Professional Question Answering
Ran Zhang, Wei Zhao, Lieve Macken et al.
How Much Do LLMs Hallucinate across Languages? On Realistic Multilingual Estimation of LLM Hallucination
Saad Obaid Ul Islam, Anne Lauscher, Goran Glavaš
Multilingual vs Crosslingual Retrieval of Fact-Checked Claims: A Tale of Two Approaches
Alan Ramponi, Marco Rovera, Robert Moro et al.
Do LLMs Behave as Claimed? Investigating How LLMs Follow Their Own Claims using Counterfactual Questions
Haochen Shi, Shaobo Li, Guoqing Chao et al.