track · audited · verified 2026-07-22

Anthropic Protein Understanding Eval

Private Anthropic protein-understanding evaluation direction reported only through a model-trend chart, without public tasks, counts, or protocol details.

Private/internal benchmark: tasks, counts, and core protocol are not public. This record is excluded from public and runnable coverage statistics. Exact labeled deltas remain inspectable, but are not converted into absolute scores or plotted as a ranking.

Benchmark definition

What is counted

Version
reported-2026-01-11
Total
Not reported (private protein understanding tasks)
Task formats
private protein understanding evaluation; exact format not reported
Capabilities
KnowledgeScientific reasoning
Modalities
Text

Version history

VersionStatusRelease / as-ofTotalFormal tracks
reported-2026-01-11
anthropic-protein-understanding-reported-2026-01-11
current2026-01-11Not reported (private protein understanding tasks)None registered

Scientific Task Atlas

Scientific task classification

partial for reported-2026-01-11 · as of 2026-01-11. Protein understanding is an explicit private direction, but the source does not identify a sufficiently specific leaf task.

The source names only a broad direction; no more specific leaf task can be assigned without inference.

Scientific coverage notes

DomainCoverageCountInterpretation
Protein scienceexplicitly-in-scopeNot reportedThe direction is explicit; task count and more specific protein task are not reported.

Relationship registry

How works use this benchmark

Partial claims, non-evaluation uses, and third-party summaries stay visible without entering model comparisons.

Normalized evaluations

evaluation

anthropic-protein-understanding-evaluation

Internalunknown

Work: Advancing Claude in healthcare and the life sciences · source version anthropic-healthcare-life-sciences-2026-01-11

Selection
not reported
Metrics
Accuracy delta

Not reported / unresolved: task count; task data; grader; prompt; tools; repeats; absolute accuracy

Only the exact Opus 4.5 improvement annotation is normalized; plotted absolute values are not estimated.

Evidence
  • figure: Evals for key life sciences tasks — Protein understanding (Shows Opus 4.1, Sonnet 4.5, Opus 4.5 and an exact +10.3% annotation.)
    Supports: /benchmark_version, /relation_type, /status, /model_ids, /scope, /metric_labels, /evaluation_run_ids, /reporting_gaps, /notes

Evaluation registry

Works and run settings

A setting change—scope, prompt, tools, budget, grader, or repeats—creates a separate run. Charts never cross a comparability group.

Evaluation run

anthropic-protein-understanding-delta

From Advancing Claude in healthcare and the life sciences

anthropic-protein-understanding-deltavreported-2026-01-11

Evaluated models / systems: Claude Opus 4.1, Claude Opus 4.5, Claude Sonnet 4.5

Scopeunknown
ShotsNot reported
TurnsNot reported
System prompt publicNot reported
Reasoning / effortNot reported
BrowserNot reported
InternetNot reported
DatabasesNot reported
Code executionNot reported
ContainerNot reported
External toolsNot reported
Token budgetNot reported
Time / cost budgetNot reported
TemperatureNot reported
SeedNot reported
RepeatsNot reported
GraderNot reported
StatisticsNot reported
ContaminationNot reported
Metrics, results, and full protocol

Metrics

MetricKind / baselineUnitAggregationThreshold / tolerance
Accuracy improvement from Claude Opus 4.1 to Claude Opus 4.5delta
baseline: Claude Opus 4.1
percent delta as annotatedNot reportedNot reported

Results

ModelMetricValuen
Claude Opus 4.5Accuracy improvement from Claude Opus 4.1 to Claude Opus 4.5Δ 10.3 percent delta as annotated
Exact +10.3% chart annotation; no absolute accuracy or relative-versus-percentage-point interpretation is inferred.
Not reported

Evidence

  • figure: Evals for key life sciences tasks — Protein understanding (Labels Accuracy (%) and annotates +10.3% from Opus 4.1 to Opus 4.5.) — supports /benchmark_version, /model_ids, /scope, /protocol, /metrics, /results

Evidence and change history

Source locators remain visible; expand an item to inspect the exact Registry fields it supports.

Advancing Claude in healthcare and the life sciences · figure: Evals for key life sciences tasks — Protein understanding (Exact direction label and +10.3% Opus 4.5 annotation.) · Supports 28 fields

Open source →

  • /name
  • /summary
  • /kind
  • /parent_id
  • /organizations
  • /release_date
  • /latest_version
  • /domains
  • /capabilities
  • /modalities
  • /task_formats
  • /task_counts/total
  • /task_counts/basis
  • /task_counts/subsets
  • /coverage_notes
  • /access/level
  • /access/tasks
  • /access/artifacts
  • /access/grader
  • /access/license
  • /access/biosafety_notes
  • /resources
  • /implementations
  • /versions/0/release_date
  • /versions/0/as_of
  • /versions/0/task_counts/total
  • /versions/0/task_counts/basis
  • /versions/0/task_counts/subsets

View source-level modification history on GitHub →