A vendor claims a new LLM technique doubles accuracy. What is the strongest evidence?
Why C is the answer
The paper's methods and results
Reading the research shows how the claim was tested.
In detail
- A paper's methods show how the claim was tested.
- Check data, method and baseline.
Use case
An illustrative scenario, not a real incident.
A vendor claims a big gain. The paper shows that the test used one narrow dataset, so the claim is weaker than it sounds.
See it in different ways
mindmap
root((Data analysis))
Metrics
Loss
R-squared
Charts
Line: over time
Scatter: two variables
Care
Same data
Confounding factorsflowchart LR S0["Find the paper"] --> S1["Read the method"] --> S2["Check the results"] --> S3["Judge"]
Key point: Read the methods and results.
Why the other options are wrong
- A. A press release from the company that sells the product
- A press release is marketing.
- B. A demo video that shows one successful conversation
- One success proves little.
- D. A summary on a well-known technology news site
- News summaries leave out the method.