Research outcomes
ResearchForge Case Studies
Real competitions, real benchmark improvements, and reproducible AI research workflows that turn experiments into decision-ready evidence.
🏆 $50,000 Prize Pool · Kaggle
ROGII Wellbore Geology Prediction
RMSE 15.2 → 6.1
60% error reduction on a geoscience competition
How systematically grounding every experiment in literature — and tracking every rejection with its reason — cut wellbore geology prediction error by 60% on a Kaggle competition with 6,125 teams.
60%
RMSE improvement
9
Experiments run
3
Rejected (with reasons)
~1,700 / 6,173
Rank
KaggleGeoscienceRegressionLWD logs
Read the full story →🥉 Bronze Medal · $850k Prize Pool
ARC Prize 2026 — ARC-AGI-3
Rank #203 / ~2,226
Bronze medal zone on the hardest AI benchmark
Graph-frontier exploration (hyp-002) outperformed every hand-tuned probe approach. ResearchForge tracked the chain from base score 0.08 to 1.21 across 4 validated experiment variants — all with full lineage.
1.21
Public score
0.08
Baseline score
2,226
Teams
Active 🟢
Status
ARC-AGIFluid intelligenceLangGraphQwen3-27B
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