Our Research

From NeurIPS and ICML to real-world solutions, we turn innovation into action.
Factored AI leads the 1st Workshop on Multilingual Data Quality Signals at COLM 2025 and authors “The Klingon Effect,” advancing multilingual AI research.
Klingon Effect In Multilingual AI
Rare-language data boosts robustness
Beyond OCR Accuracy
CVPR 2026 Best Short Paper
Structure Beats Random Scale
Language families improve transfer
The Cost of Speech Adaptation
Content gains can erase speaker signal
Speech in the Wild
800K+ hours. 73 languages. 3 tasks.
Architecting Trust in AI Agents
91% completion, reasoning still fails
Medical LLMs: Real-World Risks
1,298-person study reveals reliability gaps
Multilingual Data Workshop
Doubles cross-language consistency
Geospatial AI with NASA Harvest
Improves crop yield forecasts by 20%
Aligning AI with Human Values
Cuts harmful outputs by up to 70%
Klingon Effect In Multilingual AI
Rare-language data boosts robustness
New Multilingual Speech Dataset
Boosts multilingual accuracy by 30%
Fast, Smart Data Deduplication
Shrinks data 40–60% with faster training
New Standards in Data-Centric AI
Scores data quality with 25–50% gains
Benchmarking Medical AI
Privacy-first training improves models 12%
Deep Learning Drives Smart Mktg
Boosts CTR accuracy by up to 20%
Eliminating AI Bias in Decisions
Cuts bias to raise model accuracy 15–30%
Global Speech Dataset
50+ languages for global speech use
Stress-Testing AI Models
Tests models with adversarial prompts
Open, Ethical Speech Data
95% ASR accuracy from large dataset
Text-to-Image Safety at Scale
Safer T2I with 10k+ prompt tests
Multilingual Speech Dataset
5B-speaker corpus for stronger ASR

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