conftrace_

Jinwook Park

3 papers · 2024–2025 · 2 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver

Venues

ACL (2) EMNLP (1)

Top co-authors

kangil kim (3) Junsik Kim (1)

Research topics

Machine Learning (3) Natural Language Processing (2) Core Methods (2) Learning Types · Machine Learning (2) Understanding (2) Artificial Intelligence (1) Deep Learning (1) Mathematics & Optimization (1) Core AI (1) Learning Types · Deep Learning (1) Mathematics (1)

Keywords

neural network (2) grammar induction (2) unsupervised learning (2) semantic consistency (1) hierarchical structure (1) knowledge graph embedding (1) entity embedding (1) transformation learning (1) neural grammar induction (1) relation semantics (1) structural ambiguity (1) probability distribution collapse (1) compact grammar (1) syntactic parsing (1) unsupervised parsing (1)

Papers

Probability Distribution Collapse: A Critical Bottleneck to Compact Unsupervised Neural Grammar Induction EMNLP 2025 RSCF: Relation-Semantics Consistent Filter for Entity Embedding of Knowledge Graph ACL 2025 Structural Optimization Ambiguity and Simplicity Bias in Unsupervised Neural Grammar Induction ACL 2024