Manan2802/adaption-experimentiq-scientific-reasoning-instruction-dataset

This dataset is a remastered version prepared using Adaption's Adaptive Data platform.

adaption-ExperimentIQ – Scientific Reasoning Instruction Dataset

This dataset contains diverse samples focused on scientific methodology, experimental design, and data analysis across chemistry and biology. It includes tasks such as defining core concepts, correcting procedural errors, optimizing reaction conditions using Bayesian principles, and interpreting measurement accuracy. The content spans from educational project ideas for students to advanced AI-driven reasoning traces for autonomous research agents.

Dataset size

There are 1,000 data points in this dataset. This is an instruction tuning dataset.

Quality of Remastered Dataset

The final quality is B, with a relative quality improvement of -6.7%.

Domain

• —Science (96%)
• —Technology (2%)
• —Other (2%)

Language

• —English (98%)
• —Tamil (2%)

Tone

• —Analytical (52%)
• —Educational (14%)
• —Technical (10%)

Evaluation Results

• —Quality Gains: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/f8c036d1-ace9-4276-aeec-2e46588ec63f.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

• —Grade Improvement: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/157454f4-a9b0-4bcc-8667-6567ff24198c.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />

• —Percentile Chart: <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/4d632c1f-2563-4b76-a1cf-ced9cc1001bd.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" />