Each model reads the same question separately: whether the quote from the source says what the fact states. A person reads when the models have no clear majority.
Read by GLM-4-9BDoes not support it
An open-weights model we deploy ourselves. It only accepts what the quote states plainly, nothing that has to be assumed.
Details
Model
GLM-4-9B
Latency
2280 ms
Date
Oct 3, 2026, 8:18 PM
Instruction
fcef78fa40ff…
Input evaluated
b76f9dcab663…
Read by Llama 3.1 8BSupports the fact
An open-weights model we deploy ourselves. It only accepts what the quote states plainly, nothing that has to be assumed.
Details
Model
Llama 3.1 8B
Latency
1322 ms
Date
Oct 18, 2026, 5:46 PM
Instruction
fcef78fa40ff…
Input evaluated
b76f9dcab663…
Read by CLM-8BDoes not support it
An open-weights model that does not write. It only answers whether the quote supports the fact or not.
Details
Model
CLM-8B
Latency
311 ms
Date
Nov 11, 2026, 4:15 PM
Input evaluated
b76f9dcab663…
Read by Claude Haiku 4.5Not enough to decide
A model from an outside provider, with the same instruction and without seeing the other readings.
Details
Model
Claude Haiku 4.5
Latency
2150 ms
Date
Oct 2, 2026, 3:15 PM
Instruction
fcef78fa40ff…
Input evaluated
b76f9dcab663…
Read by Claude Sonnet 5Not enough to decide
A model from an outside provider, with the same instruction and without seeing the other readings.
Details
Model
Claude Sonnet 5
Latency
1098 ms
Date
Nov 1, 2026, 4:45 PM
Instruction
fcef78fa40ff…
Input evaluated
b76f9dcab663…
Read by Muse Ember 1.0Not enough to decide
A model from an outside provider, with the same instruction and without seeing the other readings.
Details
Model
Muse Ember 1.0
Latency
792 ms
Date
Nov 10, 2026, 10:24 PM
Instruction
fcef78fa40ff…
Input evaluated
b76f9dcab663…
Read by a personNot reviewed
A person on the team reads the quote without seeing what the models said and signs their reading. When it exists, it decides the badge.
No human reading. The models agreed by a clear majority. A person reads only when there is none.
Company exposure
Strikes, work stoppages, mass layoffs, disputes with unions