Global ETD Search
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Showing 1 to 4 of 4 for “"Structured inference"”.
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Reasoning beyond scale: Structured inference for small language models
Submission published under a 24 month embargo labeled 'U of I Access', the embargo will last until 2027-05-01
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Evaluating exact and approximate algorithms for integer linear programming formulations of MAP inference
Structured prediction tasks involve an inference step which allows for producing coherent label assignments to the output structure. This can be achieved by constraining the output using prior knowledge about the domain. This paradigm is called Constrained Conditional Models; and it involves …
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The semantics of role labeling
… learning to predicting these relations is a structured learning problem. However, we only have the small (for commas) or partially annotated (for prepositions) datasets. To predict the new relations, we show that using linguistic knowledge and information about output structure can bias the …
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Structure-aware Deep Learning
… directly available for querying. They provide a structured inference interface for manual and automated inspection, though they can suffer from data quality issues and require careful schema design. We rephrase the reconciliation of knowledge in knowledge graphs as a link prediction task, making …