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-4-9BSupports 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
GLM-4-9B
Latency
1306 ms
Date
Nov 3, 2026, 8:17 PM
Instruction
fcef78fa40ff…
Input evaluated
e32d740ac2ec…
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
1158 ms
Date
Nov 3, 2026, 8:18 PM
Instruction
fcef78fa40ff…
Input evaluated
e32d740ac2ec…
Read by CLM-8BSupports the fact
An open-weights model that does not write. It only answers whether the quote supports the fact or not.
Details
Model
CLM-8B
Latency
379 ms
Date
Nov 11, 2026, 4:15 PM
Input evaluated
e32d740ac2ec…
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
557 ms
Date
Nov 3, 2026, 8:40 PM
Instruction
fcef78fa40ff…
Input evaluated
e32d740ac2ec…
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
888 ms
Date
Nov 3, 2026, 8:40 PM
Instruction
fcef78fa40ff…
Input evaluated
e32d740ac2ec…
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
751 ms
Date
Nov 10, 2026, 10:23 PM
Instruction
fcef78fa40ff…
Input evaluated
e32d740ac2ec…
Read by a personSupports the fact
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.
Details
Model
REVsign team
Latency
no data
Date
Nov 5, 2026, 12:00 PM
Input evaluated
e32d740ac2ec…
Signature b2420722daa8… · 11/5/2026
Company exposure
Fines and sanctions from a regulator, rule changes that affect the company