# Our Research

From NeurIPS and ICML to real-world solutions, we turn innovation into action.

## Klingon Effect In Multilingual AI

Rare-language data boosts robustness

[Learn More](/content/publications/colm-2025-multilingual-ai-research-klingon-effect/index.html)

## 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%

## 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