Towards suicide ideation detection through online conversational context

R Sawhney, S Agarwal, AT Neerkaje… - Proceedings of the 45th …, 2022 - dl.acm.org
Social media enable users to share their feelings and emotional struggles. They also offer
an opportunity to provide community support to suicidal users. Recent studies on suicide risk …

Suicide ideation detection via social and temporal user representations using hyperbolic learning

R Sawhney, H Joshi, R Shah, L Flek - Proceedings of the 2021 …, 2021 - aclanthology.org
Recent psychological studies indicate that individuals exhibiting suicidal ideation
increasingly turn to social media rather than mental health practitioners. Personally …

A time-aware transformer based model for suicide ideation detection on social media

R Sawhney, H Joshi, S Gandhi… - Proceedings of the 2020 …, 2020 - aclanthology.org
Social media's ubiquity fosters a space for users to exhibit suicidal thoughts outside of
traditional clinical settings. Understanding the build-up of such ideation is critical for the …

Phase: Learning emotional phase-aware representations for suicide ideation detection on social media

R Sawhney, H Joshi, L Flek, R Shah - … of the 16th conference of the …, 2021 - aclanthology.org
Recent psychological studies indicate that individuals exhibiting suicidal ideation
increasingly turn to social media rather than mental health practitioners. Contextualizing the …

Classifying suicide-related content and emotions on Twitter using Graph Convolutional Neural Networks

AM Schoene, L Bojanić, MQ Nghiem… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Recent work in Natural Language Processing has increasingly focused on detecting suicidal
intent in textual data, where the main aim is to detect expressions in a binary setting …

Discovering shifts to suicidal ideation from mental health content in social media

M De Choudhury, E Kiciman, M Dredze… - Proceedings of the …, 2016 - dl.acm.org
History of mental illness is a major factor behind suicide risk and ideation. However research
efforts toward characterizing and forecasting this risk is limited due to the paucity of …

An example of (too much) hyper-parameter tuning in suicide ideation detection

AM Schoene, J Ortega, S Amir, K Church - Proceedings of the …, 2023 - ojs.aaai.org
This work starts with the TWISCO baseline, a benchmark of suicide-related content from
Twitter. We find that hyper-parameter tuning can improve this baseline by 9%. We examined …

# suicidal-A multipronged approach to identify and explore suicidal ideation in twitter

PP Sinha, R Mishra, R Sawhney, D Mahata… - Proceedings of the 28th …, 2019 - dl.acm.org
Technological advancements have led to the creation of social media platforms like Twitter,
where people have started voicing their views over rarely discussed and socially …

Dare to care: A context-aware framework to track suicidal ideation on social media

B Moulahi, J Azé, S Bringay - … Conference, Puschino, Russia, October 7-11 …, 2017 - Springer
The abundance and growing usage of social media has given an unprecedented access to
users' social accounts for studying people's thoughts and sentiments. In this work, we are …

Utilizing temporal psycholinguistic cues for suicidal intent estimation

P Mathur, R Sawhney, S Chopra, M Leekha… - Advances in Information …, 2020 - Springer
Temporal psycholinguistics can play a crucial role in studying expressions of suicidal intent
on social media. Current methods are limited in their approach in leveraging contextual …