Abstract: Example implementations relate to automated modification of interface pages to include relevant link information. In an example, an anchor page and a plurality of candidate pages are obtained and an embedding is generated for each page by applying a page embedding model to a representative keyword construction extracted from each of the at least one anchor page or a candidate page of the plurality of candidate pages. A set of similar candidate pages is selected using a comparison of the embeddings and a relevance score is determined for each candidate page. The relevance score represents a relevance of a candidate page to the anchor page. A diversification score is generated for each candidate page and a linked set of candidate pages is selected based on the relevance scores and diversification scores. The anchor page is modified to include a link to each page in the linked set.

Abstract: Examples relate to a system including a processor that can perform certain operations. The operations can include obtaining input text. The operations also can include generating a set of vectors from an ensemble of machine-learning models based on the input text. The ensemble of machine-learning models can include a pre-trained language model configured to determine capitalization for mixed cases and acronyms, a pre-trained named entity recognition (NER) model configured to determine capitalization for general proper nouns, and a question-answer NER (QA-NER) model configured to determine capitalization for brand names. The QA-NER model can include a transformer language model and a linear layer. The operations additionally can include generating corrected sentence-case text by modifying capitalization of the input text based on the set of vectors and outputting the corrected sentence-case text on a draft advertisement user interface. Other embodiments are described.

Abstract: This invention relates to solvents for extracting C1 to C4 carboxylic acids from aqueous streams. More specifically, the extraction solvents include one or more salts composed of a phosphonium cation and an arylcarboxylate anion. The extraction solvents may further include one or more non-ionic liquid organic solvents as an enhancer. The extraction solvents are useful for extracting aqueous mixtures containing one or more lower carboxylic acids, such as monocarboxylic acids, alkoxycarboxylic acids, and halogen-containing carboxylic acids.