Torsten Scholak
5 papers · 2021–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(15)
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Hot Topic Early Bird
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Mega-Team · Squad
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Research topics
Artificial Intelligence
(4)
Natural Language Processing
(4)
Core AI
(4)
Applications
(3)
Deep Learning
(2)
Machine Learning
(2)
Learning Types · Machine Learning
(2)
Learning Types · Deep Learning
(2)
Knowledge & Reasoning
(1)
Generation
(1)
Learning Paradigms
(1)
Models
(1)
Representation
(1)
Understanding
(1)
Keywords
multimodal learning
(2)
semantic parsing
(2)
code generation
(2)
question answering
(1)
document understanding
(1)
document retrieval
(1)
knowledge base
(1)
incremental parsing
(1)
knowledge graph
(1)
formal language
(1)
constrained decoding
(1)
dataset curation
(1)
structured knowledge
(1)
text-to-text model
(1)
autoregressive decoder
(1)
schema linking
(1)
late interaction
(1)
text-to-text format
(1)
text-to-sql translation
(1)
structured knowledge grounding
(1)
Papers
BigDocs: An Open Dataset for Training Multimodal Models on Document and Code Tasks
ICLR 2025
ColMate: Contrastive Late Interaction and Masked Text for Multimodal Document Retrieval
EMNLP 2025
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models
EMNLP 2022
DuoRAT: Towards Simpler Text-to-SQL Models
NAACL 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models
EMNLP 2021