Ember-1
Fireworks·Released Sep 24, 2026
Updated Oct 8, 21:18 ET
The score is on the board's scale (reference average 50, about 15 points per standard deviation), not a percentage.
By domain
Each domain is scored on the same scale as the overall score. Coverage is the share of the domain's kinds of evaluation with a result; it says how much evidence there is, not how good the model is.
Every result behind the score
The result as the evaluator publishes it, and the reading it gives on the board's scale. A hard evaluation can give a high reading for a modest result; results near 95% or 5% only say "at least" or "at most".
Coding
4 results · 61.4- CyberBench PatchVals AI85.7%Reading 68.5
- Vibe Code BenchVals AI83.9%Reading 67.2
- Terminal-Bench 4.0Vals AI19.7%Reading 56.5
- Code MigrationVals AI32.5%Reading 54.1
Research and reasoning
3 results · 56.4- ProofBenchVals AI61.0%Reading 61.1
- MysteryMechanismVals AI22.5%Reading 55.5
- Terminal-Bench ScienceVals AI5.7%Reading 50.8
Professional work
5 results · 61.5- Legal Research BenchVals AI44.7%Reading 67.3
- Tax Agent BenchVals AI31.1%Reading 64.6
- EMBVals AI63.4%Reading 60.8
- Harvey Legal Agent BenchmarkVals AI9.2%Reading 58.1
- Finance AgentVals AI51.9%Reading 57.3
Shown, not scored
Composite indices, saturated or older evaluations, evaluations still being checked, and vision, writing and multilingual results. They do not move the score.
- IOIVals AI · CodingReference only46.3%
- BioMysteryBenchVals AI · Research and reasoningWatching67.0%
- Vals IndexVals AI · Composite indicesReference only50.8%
No result yet
Scored evaluations this model has not taken. A missing result neither adds nor subtracts.
- Terminal-Bench 4.0 (AA run) · Artificial Analysis
- LiveBench Coding · LiveBench
- ProgramBench · Vals AI
- Vibe Code Bench 1–100 · Vals AI
- APEX-SWE · Mercor
- SciCode · Artificial Analysis
- FrontierMath Tiers 1–3 · Epoch AI
- FrontierMath Tier 4 · Epoch AI
- LiveBench Reasoning · LiveBench
- Chess Puzzles · Epoch AI
- Mystery Game Puzzles · Epoch AI
- Humanity's Last Exam (AA run) · Artificial Analysis
- APEX-Agents · Mercor
- MedCode · Vals AI
- LiveBench Data Analysis · LiveBench
- τ²-Bench Telecom (AA run) · Artificial Analysis
- τ-Bench Banking (AA run) · Artificial Analysis
- SimpleQA Verified · Epoch AI
- LiveBench Language · LiveBench
- LiveBench Instruction Following · LiveBench
- BullshitBench · BullshitBench
- AA-LCR · Artificial Analysis
- IFBench (AA run) · Artificial Analysis
- Arena Text · LMArena