‹ PublicAI Index
The LLM benchmark aggregator.
Ember 1
Other
Strongest in Biology research (#18 of 28), weakest in Reasoning (#93 of 190). Above par in 8 of 9 scopes. Among the models it meets almost everywhere, it finishes behind DeepSeek V4.1 Flash and Gemini 4 Argon and ahead of GPT-5.6 Luna and DeepSeek R1.
§ 1 · Profile
What it is good at
Bars run from 50 — the average of the models each source lists — so right of the line is above par. The middle column is the gap to whoever leads that scope.
Coding54.5−11.9#38/1761/6
Agentic coding54.8−12.2#36/1691/5
Professional52.5−10.6#59/1881/2
Biology research47.3−20.9#18/281/1
Cybersecurity54.2−9.8#23/461/1
Legal56.2−9.7#30/1641/1
Finance52.7−9.8#76/1611/1
Reasoning50.6−14.3#93/1901/5
Mathematics50.9−13.2#81/1501/2
§ 2 · Head to head
What it beats, and what beats it
The same models turn up scope after scope. Counted once: where both were placed, who finished higher. Bars run right for Ember 1, left for the other.
§ 3 · Sources
Where the numbers come from
1 publication, 7 figures. Every one links to the page it was read from.
Vals · Legal Research Bench 44.71%Vals · Finance Agent 51.85%Vals · BioMysteryBench 67.04%Vals · CyberBench 69.52%Vals · Vibe Code Bench 83.87% (OpenHands)Vals · Code Migration 32.51%Vals · ProofBench 61%
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[](https://publicai.io/model-index/m/ember-1)