LLM-as-a-Judge: Can Language Models Be Trusted to Evaluate Other Models?
Exploring the promise, pitfalls, and practical applications of using LLMs to automate AI evaluation - from synthetic QA to clinical reasoning tasks.

Exploring the promise, pitfalls, and practical applications of using LLMs to automate AI evaluation - from synthetic QA to clinical reasoning tasks.
In this article, we will go through the basics of reinforcement learning focusing on the framework of RL, some of the key concepts like Markov Decision Process, and Bellman Equations which forms the mathematical foundation of RL. We will also see different RL algorithms and the challenges that we face in RL.
0:00 Gut microbe effects on our health
0:50 Basics of microbiome in and around our body
1:45 Fever and temperature effects
3:20 Athletic ability and body age
5:50 How bacteria change with age
6:45 Individual difference in aging
8:00 Is it all immune system? Mice experiment
10:20 So are bacteria bad for us?
11:40 How to get healthy using these discoveries
13:00 And then they just eat us
13:50 Also vision issues?
1 Tablespoon a Day Burns Belly Fat and Keeps Clogged Arteries Away | Dr Mandell
This elixir works like a double edge sword. It will increase thermogenesis (fat burning) and cleanse your arteries to help keep them plaque free. This will help cleanse your liver, lymphatics, and digestive systems, so your bodies metabolism can work at its most optimal level.
Credit: Donny Bliss/NIH
Credit: Donny Bliss/NIH
In 2021, NIH launched the Researching COVID to Enhance Recovery (RECOVER) Initiative, a nationwide research program, to fully understand, diagnose, and treat Long COVID. We continue to learn more about this condition, in which some people experience a variety of symptoms for weeks, months, or even years after infection with SARS-CoV-2, the virus that causes COVID-19. But we’re still working to understand the underlying reasons why people develop Long COVID, who is most likely to get it, and how best to treat or prevent it.
An infodemic is too much information including false or misleading information in digital and physical environments during a disease outbreak. It causes confusion and risk-taking behaviors that can harm health. It also leads to mistrust in health authorities and undermines the public health response. An infodemic can intensify or lengthen outbreaks when people are unsure about what they need to do to protect their health and the health of people around them. With growing digitization – an expansion of social media and internet use – information can spread more rapidly.
Member States have recognized the importance and need of an infodemic response through recent resolutions, coming together in solidarity and responding to calls for actions. Therefore, WHO is building partnerships across all societies to respond to the COVID-19 infodemic and is developing country tools for infodemic management that can be used now and for future infodemics.
WHO is working with partners across society to strengthen the scientific discipline of infodemiology. The purpose is to build and deliver sustainable tools that health authorities and communities can use to prevent and overcome the harmful impacts caused by infodemics.
Through partnerships, WHO works to bolster digital capabilities and leverage social inoculation principles to foster higher digital and health literacy, build resilience to misinformation, and deliver innovative ways to reach communities with reliable health information. Here are a few of those innovations:
Lassa fever is an acute viral haemorrhagic illness caused by Lassa virus, a member of the arenavirus family of viruses.
Humans usually become infected with Lassa virus through exposure to food or household items contaminated with urine or faeces of infected Mastomys rats. The disease is endemic in the rodent population in parts of West Africa.
Lassa fever is known to be endemic in Benin, Ghana, Guinea, Liberia, Mali, Sierra Leone, Togo and Nigeria, but probably exists in other West African countries as well.
The magnitude of the physical and human costs from landslides can be reduced if adequate emergency prevention, preparedness, response and recovery measures are implemented in a sustainable and timely manner.
WHO works with Member States to build resilient and proactive health systems that can anticipate the needs and challenges during emergencies so that they are more likely to reduce risks and respond effectively when needed.
As the health cluster lead for global emergencies, WHO works with partners to respond to:
Landslides are more widespread than any other geological event, and can occur anywhere in the world. They occur when large masses of soil, rocks or debris move down a slope due to a natural phenomenon or human activity. Mudslides or debris flows are also a common type of fast-moving landslide.
Landslides can accompany heavy rains or follow droughts, earthquakes or volcanic eruptions. Areas most vulnerable to landslides include:
Access to good quality, affordable, and appropriate health products is indispensable to advance universal health coverage, address health emergencies, and promote healthier populations – the three strategic priorities of the World Health Organization (WHO) Thirteenth General Programme of Work 2019–2023.