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Pranav.N.Venkit's Projects

biblioteca icon biblioteca

This is a multimodal enterprise search engine project that is intended to search through sentiment frames present in the given collection of books.

bits icon bits

Bias Identification Test in Sentiments (BITS) consists of 2,896 sentences curated to probe sentiment analysis and toxicity analysis models for biases in sociodemographic factors like disability, race and gender.

harms_in_gai icon harms_in_gai

In our work, we analyze the presence of harms in GAI models (focusing on text and images)

lang-of-pol icon lang-of-pol

Code for the NIH-funded "Primed to (re)act" project focused on processing and analyzing broadcast police communications.

pretzelxd icon pretzelxd

This project is intended to implement the SemEval 2018 Task 2.

the-sentiment-problem icon the-sentiment-problem

We conduct an inquiry into the sociotechnical aspects of sentiment analysis (SA) by critically examining 189 peer-reviewed papers on its applications, models, and dataset.

toxic_comments icon toxic_comments

Discussing things you care about can be difficult. The threat of abuse and harassment online means that many people stop expressing themselves and give up on seeking different opinions. Platforms struggle to effectively facilitate conversations, leading many communities to limit or completely shut down user comments. The Conversation AI team, a research initiative founded by Jigsaw and Google (both a part of Alphabet) are working on tools to help improve online conversation. One area of focus is the study of negative online behaviors, like toxic comments (i.e. comments that are rude, disrespectful or otherwise likely to make someone leave a discussion). So far they’ve built a range of publicly available models served through the Perspective API, including toxicity. But the current models still make errors, and they don’t allow users to select which types of toxicity they’re interested in finding (e.g. some platforms may be fine with profanity, but not with other types of toxic content).

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