Search Results for author: Avneesh Saluja

Found 10 papers, 2 papers with code

Hierarchical Encoders for Modeling and Interpreting Screenplays

no code implementations NAACL (NUSE) 2021 Gayatri Bhat, Avneesh Saluja, Melody Dye, Jan Florjanczyk

While natural language understanding of long-form documents is still an open challenge, such documents often contain structural information that can inform the design of models for encoding them.

Descriptive Natural Language Understanding +1

Using Aspect Extraction Approaches to Generate Review Summaries and User Profiles

no code implementations NAACL 2018 Christopher Mitcheltree, Skyler Wharton, Avneesh Saluja

Users often wish to survey reviews or review snippets from the perspective of a certain aspect, which has resulted in a large body of work on aspect identification and extraction from such corpora.

Aspect Extraction

Paraphrase-Supervised Models of Compositionality

no code implementations31 Jan 2018 Avneesh Saluja, Chris Dyer, Jean-David Ruvini

Compositional vector space models of meaning promise new solutions to stubborn language understanding problems.

Machine Translation Translation

Infinite Mixed Membership Matrix Factorization

no code implementations15 Jan 2014 Avneesh Saluja, Mahdi Pakdaman, Dongzhen Piao, Ankur P. Parikh

Rating and recommendation systems have become a popular application area for applying a suite of machine learning techniques.

Recommendation Systems

Language Modeling with Power Low Rank Ensembles

no code implementations EMNLP 2014 Ankur P. Parikh, Avneesh Saluja, Chris Dyer, Eric P. Xing

We present power low rank ensembles (PLRE), a flexible framework for n-gram language modeling where ensembles of low rank matrices and tensors are used to obtain smoothed probability estimates of words in context.

Language Modelling Machine Translation +1

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