From 'Help' to Helpful: A Hierarchical Assessment of LLMs in Mental e-Health Applications

From 'Help' to Helpful: A Hierarchical Assessment of LLMs in Mental e-Health Applications

• Evaluated 11 LLMs generating six-word subject lines for German counselling emails. • Used hierarchical assessment: first categorize outputs, then rank within categories. • Nine a

Research & Labs · February 24, 2026 (updated February 24, 2026) · 1 min · 174 words
Reducing Text Bias in Synthetically Generated MCQAs for VLMs in Autonomous Driving

Reducing Text Bias in Synthetically Generated MCQAs for VLMs in Autonomous Driving

• Computer Science > Machine Learning [Submitted on 28 Jan 2026] Title:Reducing Text Bias in Synthetically Generated MCQAs for VLMs in Autonomous Driving View PDF HTML (experimenta

Research & Labs · February 23, 2026 (updated February 24, 2026) · 2 min · 278 words

The algorithmic feed on X could be shifting political views toward conservatism

• X’s ‘For You’ algorithm nudges users toward conservative content. • Study surveyed nearly 5,000 X users across diverse demographics. • Political opinion shifts were measurable af

Science · February 22, 2026 (updated February 24, 2026) · 1 min · 156 words
AI has a bias problem. Can we build something smarter?

AI has a bias problem. Can we build something smarter?

• AI increasingly shapes health and justice decisions, but bias remains a critical challenge. • UC Berkeley’s Emma Pierson develops fair algorithms to reduce racial and gender bias

Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

• ChatGPT excels in English but favors Standard American/British over other dialects. • Study tested GPT‑3.5 Turbo and GPT‑4 across 10 English varieties. • Non‑standard dialects re

Research & Labs · September 20, 2024 (updated February 24, 2026) · 1 min · 173 words
Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

• Sample language model responses to different varieties of English and native speaker reactions. • ChatGPT does amazingly well at communicating with people in English. • Only 15%o

Research · September 20, 2024 (updated February 19, 2026) · 1 min · 188 words