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Found 4 papers, 3 papers with code
SpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language Specifications
Evaluations show that even when using a state-of-the-art language model, there is significant room for improvement, with the best models achieving an F1 score of only 60. 5 and 33. 3 in the named-entity-recognition and dependency-link-prediction sub-tasks, respectively.
POQue: Asking Participant-specific Outcome Questions for a Deeper Understanding of Complex Events
Knowledge about outcomes is critical for complex event understanding but is hard to acquire.
Text-Derived Knowledge Helps Vision: A Simple Cross-modal Distillation for Video-based Action Anticipation
Anticipating future actions in a video is useful for many autonomous and assistive technologies.
PASTA: A Dataset for Modeling Participant States in Narratives
This dataset contains inferable participant states; a counterfactual perturbation to each state; and the changes to the story that would be necessary if the counterfactual were true.
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