Papers
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
Learning Multilingual Agentic Policy to Control Sycophancy
Leonardo Ranaldi, Giulia Pucci
AudioJudge: Understanding What Works in Large Audio Model Based Speech Evaluation
Potsawee Manakul, Woody Haosheng Gan, Michael J Ryan et al.
TRACE: A Framework for Analyzing and Enhancing Stepwise Reasoning in Vision-Language Models
Shima Imani, Seungwhan Moon, Lambert Mathias et al.
A Unified View on Emotion Representation in Large Language Models
Aishwarya Maheswaran, Maunendra Sankar Desarkar
Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA
Jongwoo Park, Kanchana Ranasinghe, Kumara Kahatapitiya et al.
Is This LLM Library Learning? Evaluation Must Account For Compute and Behaviour
Ian Berlot-Attwell, Tobias Sesterhenn, Frank Rudzicz et al.
Martingale Foresight Sampling: A Principled Approach to Inference-Time LLM Decoding
Huayu Li, ZhengXiao He, Siyuan Tian et al.
Breach in the Shield: Unveiling the Vulnerabilities of Large Language Models
Runpeng Dai, Run Yang, Fan Zhou et al.
Mapping the Course for Prompt-based Structured Prediction
Matt Pauk, Maria Leonor Pacheco
HalluZig: Hallucination Detection using Zigzag Persistence
Shreyas N. Samaga, Gilberto Gonzalez Arroyo, Tamal K. Dey
Decision-Making with Deliberation: Meta-reviewing as a Document-grounded Dialogue
Sukannya Purkayastha, Nils Dycke, Anne Lauscher et al.
ABCD-LINK: Annotation Bootstrapping for Cross-Document Fine-Grained Links
Serwar Basch, Ilia Kuznetsov, Tom Hope et al.
Polyglots or Multitudes? Multilingual LLM Answers to Value-laden Multiple-Choice Questions
Léo Labat, Etienne Ollion, François Yvon
Finding Culture-Sensitive Neurons in Vision-Language Models
Xiutian Zhao, Rochelle Choenni, Rohit Saxena et al.
How Much Pretraining Does Structured Data Need?
Daniel Fadlon, Kfir Bar
Personality Editing for Language Models through Adjusting Self-Referential Queries
Seojin Hwang, Yumin Kim, Byeongjeong Kim et al.
BabyBabelLM: A Multilingual Benchmark of Developmentally Plausible Training Data
Jaap Jumelet, Abdellah Fourtassi, Akari Haga et al.
FAID: Fine-grained AI-generated Text Detection using Multi-task Auxiliary and Multi-level Contrastive Learning
Minh Ngoc Ta, Dong Cao Van, Duc-Anh Hoang et al.