Sizhe Liu
6 papers · 2024–2025 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(19)
Top co-authors
Research topics
Artificial Intelligence
(4)
Machine Learning
(3)
Natural Language Processing
(3)
Learning Paradigms
(3)
Deep Learning
(2)
Core AI
(2)
Core Methods
(2)
Generation
(2)
Learning Types · Deep Learning
(2)
Resources & Methods
(2)
Healthcare & Medicine
(1)
Interdisciplinary
(1)
Applications
(1)
Learning Types · Machine Learning
(1)
Optimization & Theory
(1)
Keywords
mass spectrometry
(2)
peptide sequencing
(2)
cross-lingual transfer
(1)
chain-of-thought reasoning
(1)
text generation
(1)
deep learning
(1)
database search
(1)
drug discovery
(1)
layer skipping
(1)
model benchmarking
(1)
retrieval-augmented generation
(1)
hidden state analysis
(1)
hidden representation
(1)
multilingual reasoning
(1)
commonsense reasoning
(1)
benchmark framework
(1)
molecular relational learning
(1)
knowledge retrieval
(1)
contrastive decoding
(1)
language model generation
(1)
Papers
Bridging the Gap between Database Search and \emph{De Novo} Peptide Sequencing with SearchNovo
ICLR 2025
Large Language Models Are Cross-Lingual Knowledge-Free Reasoners
NAACL 2025
FlexMol: A Flexible Toolkit for Benchmarking Molecular Relational Learning
NeurIPS 2024
kNN-BOX: A Unified Framework for Nearest Neighbor Generation
EACL 2024
Multilingual Contrastive Decoding via Language-Agnostic Layers Skipping
EMNLP 2024
NovoBench: Benchmarking Deep Learning-based \emph{De Novo} Sequencing Methods in Proteomics
NeurIPS 2024