24 citations · 53 across the 3 of their papers we have counts for
3 papers
cs.CL2019★ 8 cited
Pragmatically Informative Text Generation
Sheng Shen, Daniel Fried, Jacob Andreas +1
We improve the informativeness of models for conditional text generation using techniques from computational pragmatics. These techniques formulate language production as a game be…
cs.LG2019★ 24 cited
Measuring Compositionality in Representation Learning
Jacob Andreas
Many machine learning algorithms represent input data with vector embeddings or discrete codes. When inputs exhibit compositional structure (e.g. objects built from parts or proced…
cs.CV2016★ 21 cited
Modeling Relationships in Referential Expressions with Compositional Modular Networks
Ronghang Hu, Marcus Rohrbach, Jacob Andreas +2
People often refer to entities in an image in terms of their relationships with other entities. For example, "the black cat sitting under the table" refers to both a "black cat" en…