Evidence and Data

This library of papers showcase peer-reviewed studies and scholarly articles that form the scientific backbone of our work. These publications detail rigorous experiments, analyses, and findings — providing transparency, context, and credibility. They allow experts, clinicians, and researchers to dive deep into the evidence behind our innovations, examine methodology, and build on our findings.

LLMs Will Always Hallucinate, and We Need to Live With This

1 February, 2024

The Vulnerability of Language Model Benchmarks: Do They Accurately Reflect True LLM Performance?

2 December, 2024

High-precision medical speech recognition through synthetic data and semantic correction: UNITED-MEDASR

24 November, 2024

First Train to Generate, then Generate to Train: UnitedSynT5 for Few-Shot NLI

12 December, 2024

Securing Well-Being: Exploring Security Protocols and Mitigating Risks in AI-Driven Mental Health Chatbots for Employees

1 January, 2024

Chatbot-Enhanced Mental Health First Aid in Corporate Settings: Addressing Risks, Implementing Crisis Management, and Promoting Employee Well-Being

10 November, 2024

Boosting Workplace Well-Being: A Novel Approach with a Mental Health Chatbot for Employee Engagement and Satisfaction

12 January, 2024

Our registered Patents highlight the unique inventions and technical solutions we’ve developed — from algorithms to processes — and for which we’ve secured formal intellectual-property protection. By listing our patents, we emphasise our commitment to original thinking and innovation.

Our World Records section celebrates standout achievements where we have reached — or surpassed — performance benchmarks on global leaderboards. These records reflect exceptional performance, often setting new standards in accuracy, efficiency or innovation.

BenchmarkTypeScore (asksam™)Prev. RecordPrev. HolderLeaderboard
SNLINLI94.2%93.1%EFL by MetaView SOTA
eSNLINLI94.01%81.71%Oxford, UCL, DeepmindView SOTA
MultiNLINLI92.6%91.8%OpenAIView SOTA
LibreSpeechASR0.986 (WER)1.34GoogleView SOTA
EuroparlASR0.432 (WER)7MMPLView SOTA
TedliumASR0.293 (WER)3.92NVIDIAView SOTA
FLEURS (English)ASR0.336 (WER)21.9Meta (Multilingual)View SOTA

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