4 papers
Retrieving a Set, Not Independent Passages: Set-Level Compatibility Learning for Efficient Set Exploration
Mooho Song, Jay-Yoon Lee
Multi-hop question answering and retrieval-augmented reasoning require selecting evidence passages that are jointly useful for answering a query. However, most retrievers still sco…
SEAL-pose: Enhancing 3D Human Pose Estimation via a Learned Loss for Structural Consistency
Yeonsung Kim, Junggeun Do, Seunguk Do +3
3D human pose estimation (HPE) is characterized by intricate local and global dependencies among joints. Conventional supervised losses are limited in capturing these correlations…
GraphCheck: Multipath Fact-Checking with Entity-Relationship Graphs
Hyewon Jeon, Jay-Yoon Lee
Automated fact-checking aims to assess the truthfulness of textual claims based on relevant evidence. However, verifying complex claims that require multi-hop reasoning remains a s…
Introducing Verification Task of Set Consistency with Set-Consistency Energy Networks
Mooho Song, Hyeryung Son, Jay-Yoon Lee
Examining logical inconsistencies among multiple statements (such as collections of sentences or question-answer pairs) is a crucial challenge in machine learning, particularly for…