scienceeval

Helpful evals for understanding the capabilities of models across a broad swath of science benchmarks.

This artifact bundle contains full-corpus benchmark embeddings and projection coordinates for 69,315 science benchmark items.The embeddings were generated with pplx-embed-v1-0.6B, reduced to 50 dimensions with PCA, and projected with t-SNE, UMAP, and PCA. The t-SNE figure above shows a balanced visible sample over soft contours from the full-corpus distribution.

Included Files

• record_embeddings.npy: normalized record-level embedding matrix
• metadata.parquet: record ids, benchmark names, sources, and token counts
• projection_tsne.parquet: t-SNE coordinates
• projection_umap.parquet: UMAP coordinates
• projection_pca.parquet: PCA coordinates
• projection_metrics.json: projection quality metrics
• token_audit.json: token and chunk summaries by benchmark
• benchmark-fossil-embedding-tsne.png: rendered t-SNE figure
• benchmark-fossil-embedding-umap.png: rendered UMAP figure
• benchmark-fossil-embedding-pca.png: rendered PCA figure