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-4-9BNot enough to decide
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
613 ms
Date
Oct 12, 2026, 8:18 PM
Instruction
fcef78fa40ff…
Input evaluated
a0c7329aae19…
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
986 ms
Date
Oct 18, 2026, 5:45 PM
Instruction
fcef78fa40ff…
Input evaluated
a0c7329aae19…
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
496 ms
Date
Nov 11, 2026, 4:15 PM
Input evaluated
a0c7329aae19…
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
822 ms
Date
Oct 7, 2026, 3:15 PM
Instruction
fcef78fa40ff…
Input evaluated
a0c7329aae19…
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
1308 ms
Date
Nov 1, 2026, 4:45 PM
Instruction
fcef78fa40ff…
Input evaluated
a0c7329aae19…
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
628 ms
Date
Nov 10, 2026, 10:23 PM
Instruction
fcef78fa40ff…
Input evaluated
a0c7329aae19…
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