AI Scientist Bench
All configurations / prompt skill

pdf-extraction

1/9 dimensions tested
Sonnet 4.6
Configuration
Extract the evidence sentences first, then judge the claim against the extraction.
Source
gym/skills/pdf-extraction.md · anthropic official · control
Recorded runs
600 scored outputs · $3.40 measured model spend · runs on 2026-07-14
Access
open prompt · standard tools
FIG. 01

By dimension

Scores /10 · Paired p-values are exploratory and unadjusted
8.17Verify
Compared with baselinen=300 · verdict accuracy · evidence in hand · Δ +0.17 vs Sonnet 4.6 · 8W 3L 289T on 300 paired · p=.227 (unadjusted) · $0.0054/task · 2026-07-14

NEI class 0.75 vs naked 0.70; 233 output tokens per call Test: exact McNemar on discordant pairs.

Run provenance

Report path: outputs/arena/scifact_sonnet_evidence.json
Task pack: scifact-dev-300
Run: arena-sonnet-4.6

  • from memory5.00 · n=300 · Δ +0.03 · p=1.000 (unadjusted) · $0.0060 · 2026-07-14 · NEI class 0.10 vs naked 0.10; 367 output tokens per call
Ground

Not yet tested.

Find

Not yet tested.

Extract

Not yet tested.

Analyze

Not yet tested.

Compute

Not yet tested.

Synthesize

Not yet tested.

Review

Not yet tested.

Hypothesize

Not yet tested.