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Alan Li

5 accepted papers

2026

Demystifying Scientific Problem-Solving in LLMs by Probing Knowledge and Reasoning

ICML 2026poster

Scientific problem solving poses unique challenges for LLMs, requiring both deep domain knowledge and the ability to apply such knowledge through complex reasoning. While automated scientific reasoners hold great promise for assisting human scientists, there is currently no widely adopted holistic b…

Cited by 0SourceScholar
2025

SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature

EMNLP 2025

We present ScIRIFF (Scientific Resource for Instruction-Following and Finetuning), a dataset of 137K instruction-following instances for training and evaluation, covering 54 tasks. These tasks span five core scientific literature understanding capabilities: information extraction, summarization, que

2025

Targeted Hard Sample Synthesis Based on Estimated Pose and Occlusion Error for Improved Object Pose Estimation

RA-L 2025

6D Object pose estimation is a fundamental component in robotics enabling efficient interaction with the environment. It is particularly challenging in bin-picking applications, where objects may be textureless and in difficult poses, and occlusion between objects of the same type may cause confusio

Cited by 2SourceScholar