Reproducibility, Replicability and Beyond: Assessing Production Readiness of Aspect Based Sentiment Analysis in the Wild

1 code implementation • 23 Jan 2021 • Rajdeep Mukherjee, Shreyas Shetty, Subrata Chattopadhyay, Subhadeep Maji, Samik Datta, Pawan Goyal

With the exponential growth of online marketplaces and user-generated content therein, aspect-based sentiment analysis has become more important than ever.

Aspect-Based Sentiment Analysis (ABSA)

Generating Descriptions from Structured Data Using a Bifocal Attention Mechanism and Gated Orthogonalization

2 code implementations • NAACL 2018 • Preksha Nema, Shreyas Shetty, Parag Jain, Anirban Laha, Karthik Sankaranarayanan, Mitesh M. Khapra

For example, while generating descriptions from a table, a human would attend to information at two levels: (i) the fields (macro level) and (ii) the values within the field (micro level).

A Mixed Hierarchical Attention based Encoder-Decoder Approach for Standard Table Summarization

1 code implementation • NAACL 2018 • Parag Jain, Anirban Laha, Karthik Sankaranarayanan, Preksha Nema, Mitesh M. Khapra, Shreyas Shetty

Structured data summarization involves generation of natural language summaries from structured input data.

Data Summarization